Untitled Note
African
Fractals
MODERN COMPUTING
AND INDIGENOUS DESIGN
RON EGLASH
Contents-
Acknowledgments
ix-
PART I
Introduction
CHAPTER I
Introduction to fractal geometry
3
CHAPTER 2
Fractals in African settlement architecture
CHAPTER 3 Fractals in cross-cultural comparison
39
CHAPTER 4
Intention and invention in design
49
PART Il
African fractal mathematics
CHAPTER 5 Geometric algorithms
CHAPTER 6
Scaling
71
61
CHAPTER 7
Numeric systems
CHAPTER 8 Recursion
109
86
CHAPTER 9 Infinity
CHAPTER 10 Complexity
147
151
20
vii
viii
Contents
PART 1I1
Implications
CHAPTER I1 Theoretical frameworks in cultural studies of knowledge
CHAPTER 12 The politics of African fractals
192
CHAPTER 13 Fractals in the European history of mathematics
203
CHAPTER 14 Futures for African fractals
216
179
APPENDIX
Measuring the fractal dimension of African settlement architecture
Notes 235
References
Index
253
243
231
- Acknowledgments
Thanks to go first to my wife, Nancy Campbell, who has tolerated my obsessions
with grace, and to Evelyn, Albert, and Joanne Eglash, who inspired many of them.
I am grateful for the assistance of my professors ar UCSC: Ralph Abraham, Steve
Caton, James Clifford, Donna Haraway, Gottfried Mayer-Kress, Ken Norris, Heinz-
Onio Peiigen, Carolyn iviartin Shaw, and Patricia Zavella. Equally important were
my fellow UCSC graduate srudents, in particular David Bitin, Julian Bleecker,
Peter Broadwell, Kirby Bunas, Claudia Castenada, Giovanna Di Chiro, Joe
Dumit, Vincente Diaz, Paul Edwards, Linda Garcia, Jennifer Gonzales, Chris Gray,
John Hartigan, Sharon Helsel, Laura Kang, Lorraine Kenny, Matthew Kobbe, Angie
Rosga, Warren Sack, Meg Satterthwaite, Sandy Stone, Marita Sturken, Bernt Wahl,
and Sarah Williams. Thanks also to Billie Harris, Miranda Hays, Rebecca Lyle,
Ken Martin, Sheila Peuse, Adolph Smith, Joshua Weinstein, and Paul Yi.
Research funding from the Institute for Intercultural Studies and the Ful-
bright program made possible my fieldwork in west and central Africa. As chap-
ter 10 makes clear, I owe much to my Senegalese colleagues, Christine Sina Diatta
and Nfally Badiane. Also of great help in Senegal were Abdouli Ba, Real Basso,
Charles Becker, Kolado Cisse, Ibnou Diagne, Pathé Diagne, Souleymane Bachir
Diagne, Mousse Diop, Waly Coly Faye, Max, Marie-Louise Moreau, Margot
Ndiaye, Victor Sagna, Ousman Sen, Fatou Sow, Yoro Sylla, Sakir Thaim, and Riene
ix
x
Acknowledginents
Tôje. From the West African Research Center I received the expert advice of
American professors Eileen Julien and Janis Mays. Thanks also to Shamita
Johnson, Paul and Betsey Harney, Jane Hale, Lisa McNee, and Liz Mermin.
1 am also grateful to Issiaka Isaac Drabo and the brilliant Canadian pho-
tography team, Michel et Didi, in Burkina Faso. Thanks also to Amadou
Coulibaly, Kalifa Koné and Abdoulaye Sylla in Mali. In Cameroon I received the
generosity of Ireke Bessike, Ngwa Emmanuel, Noife Meboubo, the late Engel-
bert Mveng, and Edward Njock. My work in Benin would not have been possible
without the assistance of Tony Hutchinson; thanks also to Kake Alfred, Natheli
Roberts, and Martine de Sousa for their expertise in vodun. In Ghana Michael
Orlansky graciously introduced me to the many cultural resources available. Many
of the local folks I spoke to in west and central Africa, while extending great gen-
erosity and enthusiasm, asked that their names remain unrecorded, and I thank
them as well.
On my return to the United States I received a fellowship from the Cen-
ter for the Humanities at Oregon State University, which also offered the oppor-
tunity to work with anthropologists Joan Gross, David Gross, and Cort Smith,
as well as Kamau Sadiki from the Portland Black Educational Center. Thanks also
to Michael Roberson for his geometry advice, and David and Barbara Thomas
(now math teachers at Hendersonville High, North Carolina) for investigating
owari patterns. A two month fellowship at the University of Oregon got me
through the summer, and into my current position at The Ohio State Univer-
sity. Here I have been thankful for help from Patti Brosnan, Wayne Carlson,
Jacqueline Chanda, Cynthia Dillard, David Horn, Lindsay Jones, Okechukwu
Odita, Egondu Rosemary Onyejekwe, Robert Ransom, Dan Reff, Rose Kapian,
Carolyn Simpson, Daa'iyah 1 Saleem, Jennifer Terry, Cynthia Tyson, and
Manjula Waldron.
There are also many collegues, geographically scattered, whose feedback has
been invaluable. In particular I would like to thank Madeleine Akrich, Jack
Alexander, Mary Jo Arnokli, George Arthur, Marcia Ascher, Jim Barta, Silvio
Bedini, TQ Berg, Jean-Paul Bourdier, Geof Bowker, Michael T. Brown, Pat
Caplin, Brian Casey, Jennifer Croissant, Don Crowe, Jim Crutchfield, Ubiratan
D'Ambrosio, Ronald Bell, Osei Darkwa, Marianne de Laet, Gary Lee Downey,
Munroe Eagles, Arturo Escobar, Florence Fasanelli, James Fernandez, Marilyn
Frankenstein, Rayvon Fouché, Paulus Gerdes, Chonat Getz, Gloria Gilmer,
David Hakken, Turtle Heart, Deborah Heath, David Hess, Stefan Helmreich, Dar-
ian Hendricks, David Hughes, Sandy Jones, Esmaeli Kateh, Roger P. Kovach, Gelsa
Knijnik, Bruno Latour, Murray Leaf, Bea Lumpkin, Robin Mackay, Carol Malloy,
Benoit Mandelbrot, Mike Marinacci, Joanna Masingila, Lynn McGee, James
Acknowledgments
Morrow, David Mosimege, Brian M Murphy, Diana Baird N'Diaye, Nancy Nooter,
Karen Norwood, Spurgeon Ekundayo Parker, Clifford Pickover, Patricia Poole,
Arthur Powell, Dean Preble, Dan Regan, Jim Rauff, Sal Restivo, Pierre Rondeau,
John Rosewall, Rudy Rucker, Nora Sabelli, Jaron Sampson, Doug Schuler, Patrick
(Rick) Scott, Rob Shaw, Enid Schildkrout, David Williamson Shaffer, Larry
Shirley, Dennis Smith, George Spies, Susan Leigh Star, Paul Stoller, Peter Tay-
lor, Agnes Tuska, Gary Van Wyk, Donnell Walton, D M Warren, Dorothy Wash-
burn, Helen Watson-Verran, Mark W. Wessels, Patricia S. Wilson, and Claudia
Zaslavsky. Last and not least, thanks to my editors at Rutgers, Doreen Valentine
and Martha Heller.
xi
—Introduction
PART
CHAPTER
I
-Introduction
"tO
fractal-
geometry
- Fractal geometry has emerged as one of the most exciting frontiers in the
fusion between mathematics and information technology. Fractals can be seen
in many of the swirling patterns produced by computer graphics, and they have
become an important new tool for modeling in biology, geology, and other nat-
ural sciences. While fractal geometry can indeed take us into the far reaches.
of high-rech science, irs patterns are surprisingly common in traditional African
designs, and some of its basic concepts are fundamental to African knowledge
systems. This book will provide an easy introduction to fractal geometry for
people without any mathematics background, and it will show how these same
categories of geometric pattern, calculation, and theory are expressed in
African cultures.
Mathematics and culture
For many years anthropologists have observed that the patterns produced in dif-
ferent cultures can be characterized by specific design themes. In Europe and Amer-
ica, for example, we often see cities laid out in a grid pattern of straight streets
and right-angle corners. Another grid, the Cartesian coordinate system, has
long been a foundation for the mathematics used in these societies. In many works
3
4
Introduction
of Chinese art we find hexagons used with extraordinary geometric precision—
a choice that might seem arbitrary were it not for the importance of the num-
ber six in the hexagrams of their fortunetelling system (the I Ching), in the anatomy
charts for acupuncture (liù-qi or "six spirits"), and even in Chinese architecture.'
Shape and number are not only the universal rules of measurement and logic;
they are also cultural tools that can be used for expressing particular social ideas
and linking different areas of life. They are, as Claude Lévi-Strauss would put it,
"good to think with."
Design themes are like threads running through the social fabric; they are
less a commanding force than something we command, weaving these strands
into many different patterns of meaning. The ancient Chinese empires,
for
example, used a base-zo counting system, and they even began the first univer-
sal metric system.? So the frequent use of the number 6o in Chinese knowledge
systems can be linked to the combination of this official base 1o notation with
their sacred number six. In some American cities we find that the streets are num-
bered like Cartesian coordinates, but in others they are named after historical
figures, and still others combine the two. These city differences typically corre-
spond to different social meanings—an emphasis on history versus efficiency, for
example.
Suppose that visitors from another world were to view the grid of an
American city. For a city with numbered streets, the visitors (assuming they could
read our numbers) could safely conclude that Americans made use of a coordi-
• nate structure. But do these Americans actually understand coordinate mathe-
matics? Can they use a coordinate grid to graph equations? Just how sophisticated
is their mathematical understanding? In the following chapter, we will find our-
selves in a similar position, for African settlement architecture is filled with remark-
able examples of fractal structure. Did precolonial Africans actually understand
and apply fractal geometry?
As I will explain in this chapter, fractals are characterized by the repeti-
tion of similar patterns at ever-diminishing scales. Tradicional African settle-
ments typically show this "self-similar" characteristic: circles of circles of
circular dwellings, rectangular walls enclosing ever-smaller rectangles, and
streets in which broad avenues branch down to tiny footpaths with striking geo-
metric repetition. The fractal structure will be easily identified when we com-
pare aerial views of these African villages and cities with corresponding fractal
graphics simulations.
What are we to make of this comparison? Let's put ourselves back in the
shoes of the visitors from another planet. Having beamed down to an American
settlement named "Corvallis, Oregon," they discover that the streets are not num-
Fractal geometry
bered, but rather titled with what appear to be arbitrary names: Washington, Jef-
ferson, Adams, and so on. At first they might conclude that there is nothing mathe-
matical about it. By understanding a bit more about the cultural meaning,
however, a mathematical pattern does emerge: these are names in historical suc-
cession. It might be only ordering in terms of position in a series (an "ordinal"
number), but there is some kind of coordinate system at work after all. African
designs have to be approached in the same way. We cannot just assume that African
fractals show an understanding of fractal geometry, nor can we dismiss that pos-
sibility. We need to listen to what the designers and users of these structures have
to say about it. What appears to be an unconscious or accidental pattern might
actually have an intentional mathematical component.
Overall, the presence of mathematics in culture can be thought of in
terms of a spectrum from unintentional to self-conscious. At one extreme is the
emergence of completely unconscious structures. Termite mounds, for example,
are excellent fractals (they have chambers within chambers within chambers)
but no one would claim that termites understand mathematics. In the same way,
patterns appear in the group dynamics of large human populations, but these are
generally not patterns of which any individual is aware. Uncorscious structures
do not count as mathematical knowledge, even though we can use mathematics
to describe them.
Moving along this spectrum toward the more intentional, we next find
examples of decorative designs which, although consciously created, have no
explicit knowledge attached to them. It is possible, for example, that an artist
who does not know what the word "hexagon" means could still draw one with
great precision. This would be a conscious design, but the knowledge is strictly
implicit? In the next step along our spertrum, people make rhese components
explicit—they have names for the patterns they observe in shapes and numbers.
Taking the intention spectrum one more step, we have rules for how these pat-
rerns can be combined. Here we can find "applied mathematics." Of course
there is a world of difference berween the applied math of a modern engineer and
the applied math of a shopkeeper--whether or not something is intentional tells
us nothing about its complexity.
Finally we move to "pure mathematics," as found in the abstract theories
of modern academic mathematicians. Pure math can also be very simple-for
example, the distinction between ordinal numbers (first, second, third) and car-
dinal numbers (one, two, three) is an example of pure math. But it would not
be enough for people in a society simply to use examples of both types; they
would have to have words for these two categories and explicitly reflect on a
comparison of their properties before we would say that they have a theory of
5
6
Introduction
the distinction between ordinal and cardinal numbers. While applied mathe-
matics makes use of rules, pure math tells us why they work— and how to find
new ones.
— This book begins by moving along the spectrum just described. We will start by
showing that African fractals are not simply due to unconscious activity. We will
then look at examples where they are conscious but implicit designs, followed
by examples in which Africans have devised explicit rules for generating these
patterns, and finally to examples of abstract theory in these indigenous knowl-
edge systems. The reason for taking such a cautious route can be expressed in terms
of what philosopher Karl Popper called "falsifiability." Popper pointed out that
everyone has the urge to confirm their favorite theories; and so we have to take
precautions not to limit our attention to success--a theory is only good if you
try to test it for failure. If we only use examples where African knowledge sys-
tems successfully matched fractal geometry, we would not know its limitations.
There are indeed gaps where the family of theories and practices centered around
fractal geometry in high-tech mathematics has no counterpart in traditional Africa.
Although such gaps are significant, they do not invalidate the comparison, but
rather provide the necessary qualifications to accurately characterize the indige-
nous fractal geometry of Africa.
Overview of the text
Following the introduction to fractal geometry in the next section, in chapter
2 we will explore fractals in African settlements. It will become clear that the
explanation of unconscious group activity does not fit this case. When we talk
to the indigenous architects, they are quite explicit about those same fractal
features we observe, and use several of the basic concepts of fractal geometry in
discussing their material designs and associated knowledge systems. Termites
may make fractal architectures, but they do not paint abstract models of the
structure on its walls or create symbols for its geometric properties. While these
introductory examples won't settle all the questions, we will at least have estab-
lished that these architectural designs should be explained by something more
than unintentional social dynamics:
In chapter 3 we will examine another explanation: perhaps fractal settlement
patterns are not unique to Africa, and we have simply observed a common charac-
teristic of all non-Western architectures. Here the concept of design themes
become important. Anthropologists have found that the design themes found
in each culture are fairly distinct--that is, despite the artistic diversity within
Fractal geometry
each society, most of the culture's patterns can be characterized by specific geo-
metric practices. We will see that although fractal designs do occur outside of
Africa (Celtic knots, Ukrainian eggs, and Maori rafters have some excellent
examples), they are not everywhere. Their strong prevalence in Africa (and in
African-influenced southern India) is quite specific.
Chapter 4 returns to this exploration with fractals in African esthetic
design. These examples are important for two reasons. First, they remind us that
we cannot assume explicit, formal knowledge simply on the basis of a pattern.
In contrast to the fractal patterns of African sertleinent architecture, these aes-
thetic fractals, according to the artisans, were made "just because it looks pretty
that way." They are neither formal systems (no rules to the game) nor do the arti-
sans' report explicit thinking ("I don't know how or why, it just came to me").
Second, they provide one possible route by which a particular set of mathematical
concepts came to be spread over an enormous continent. Trade networks could
have diffused the fractal aesthetic across Africa, reinforcing a design theme that
may have been scattered about in other areas of life. Of course, such origin stories
are never certain, and all too easy to invent.
Part is of this book, starting with chapter 5, presents the explicit design meth-
ods and symbolic systems that demonstrate fractal geometry as an African know!-
edge system. As in the introduction to fractals in the first chapter, I will assume
the reader has no mathematics background and provide an introduction to any
new concepts along with the African versions. We will see that not only in archi-
tecture, but in traditional hairstyling, textiles, and sculpture, in painting, carv-
ing, and meralwork, in religion, games, and practical craft, in quantitative
techniques and symbolic systems, Africans have used the patterns and abstract
concepis of fracta? geometry.
Chapter 10, the last in part it, is the result of my collaboration with an
African physicist, Professor Christian Sina Diatta. A sponsor for the Fulbright
fellowship that enabled my fieldwork in west and central Africa, Dr. Diatta took
the idea of indigenous fractals and ran with it, moving us in directions that 1
would never have considered on my own, and still have yet to explore fully.
In the third and final part of this book we will examine the consequences
of African fractal geometry: given that it does exist, what are its social implica-
tions? Chapter 11 will briefly review previous studies of African knowledge sys-
tems. We will see that although several researchers have proposed ideas related
to the fractal concept —Henry Louis Gates's "repetition with revision," Léopold
Senghor's "dynamic symmetry," and William Fagg's "exponential morphology" are
all good examples-there have been specific obstacles that prevented anthropologists
and others from taking up these concepts in terms of African mathematics.
7
8
Introduction
Chapter 12 covers the political consequences of African fractals. On the
one hand, we will find there is no evidence that geometric form has any inher-
ent social meaning. In settlement design, for example, people report both oppres-
sive and liberatory social experiences with fractal architectures. Fractat versus
nonfractal ("Euclidean") geometry does not imply good versus bad. On the
other hand, people do invest abstract forms with particular local meanings. To
take a controversial example, recent U.S. supreme court decisions declared that
voting districts cannot have "bizarre" or "highly irregular" shapes, and several of
these fractal contours have been replaced by the straight lines of Euclidean
form. If fractal settlement patterns are traditional for people of African descent,
and Euclidean settlement patterns for Europeans, is it ethnocentric to insist on
only Euclidean voting district lines?
Chapter x3 will examine the cultural history of fractal geometry and its
mathematical precursors in Europe. We will see that the gaps are not one-sided:
just as Africans were missing certain mathematical ideas in their version of
fractal geometry, Europeans were equally affected by their own cultural views
and have been slow to adopt some of the mathematical concepts that were long
championed by Africans. Indeed, there is striking evidence that some of the
sources of mathematical inspiration for European fractals were of African
origin. The final chapter will move forward in time, highlighting the con-
temporary versions of fractal design that have been proposed by African
architects in Senegal, Mali, and Zambia, and other illustrations of possible frac-
tal futures.
But to understand all this, we must first visit the fractal past.
A historical introduction to fractal geometry
The work of Georg Cantor (1845-1918), which produced the first fractal; the
Cantor set (fig. x.1), proved to be the beginning of a new outlook on infinity. Infin-
ity had long been considered suspect by mathematicians. How can we claim to
be using only exact, explicit rules if we have a symbol that vaguely means "the
number you would get if you counted forever"? So many mathematicians, start-
ing with Aristotle, had just banned it outright. Cantor showed that it was pos-
sible to keep track of the number of elements in an infinite set, and did so in a
deceptively simple fashion. Starting with a single straight line, Cantor erased the
middle third, leaving two lines. He then carried out the same operation on
those two lines, erasing their middles and leaving four lines. In other words, he
used a sort of feedback loop, with the end result of one stage brought back as the
starting point for the next. This technique is called "recursion." Cantor showed
Fractal geometry
that if this recursive construction was continued forever, it would create an
infinite number of lines, and yet would have zero length.
Not only did Cantor reintroduce infinity-as a proper object of mathe-
matical study, but his recursive construction could be used as a model for other
"pathological curves," such as that created by Helge von Koch in 1904 (figs. 1.2,
1.3). The mathematical properties of these figures were equally perplexing.
Small portions looked just like the whole, and these reflections were repeated down
to infinitesimal scales. How could we measure the length of the Koch curve? If
Take a line
Erase the middle
output at each
stage of process
Bring each of the resulting
lines back in and do it agair
.'
--
FIGURE 1.1
output at
each stage
starting shape
first line replaced
all lines replaced
reduced version
Bring each of the resulting
lines back in and do it again
FIGURE 1.2
The Koch curve
Helge von Koch used the same kind of recuisive loop as Cantor, but he added lines instead of
erasing them. He began with a triangular shape made of four lines, the "seed." He then replaced
each of the lines with a reduced version of the original seed shape.
FIGURE 1.3
Koch curve variations
There is nothing special about the particular shape Koch first used. For example, we can make
similar shapes that are more flat or more spiked sing variations on the seed shape (a). Nor is there
anything special about triangles—-any shape can'undergo this recursivé replacement process.
Machematician Giuseppe Peano, for example, experimented with rectangular seed shapes such as
those in (b).
I2
Introduction
we hold up a six-inch ruler to the curve (fig. 1.4) we get six inches, but of
course that misses all the nooks and crannies. If we use a smaller ruler, we get
greater length, and with a smaller one even greater length, and so or to infin-
ity. Obviously this is not a very useful way to characterize one of these curves.
A new way of thinking about measurement was needed. The answer was to plot
these different measures of ruler size versus length, and see how fast we gain length
as we shrink the ruler (fig. 1.5). This rate (the slope) tells us just how crinkled
or tortuous the curve is. For extremely crinkled curves, the plot will show that
we rapidly gain length as we shrink the ruler, so it will have a steep slope. For
relatively smooth curves, you don't gain much length as you shrink the ruler size,
so the plot has a shallow slope.
To mathematicians this slope was more than just a practical way to char-
acterize crinkles. Recall that when we first tried to measure the length of the Koch
curve, we found that its length was potentially infinite. Yet this infinite length
fits into a bounded space. Mathematician Felix Hausdorff (1868-1942) found that
this paradox could be resolved if we thought of the pathological curves as some-
how taking up more than one dimension, as all normal lines do, but less than two
dimensions, as flat shapes like squares and circles do. In Hausdorff's view, the Koch
curve has a fractional dimension, approximately x.3, which is the slope of our
ruler-versus-length plot. Being pure mathematicians, they were fascinated with
this idea of a fractional dimension and never thought about putting it to prac-
tical use.
The conceptual leap to practical application was created by Benoit Mandel-
brot (b. 1924), who happened upon a study of long-term river fluctuations by British
civil servant. H. E. Hurst. Hurst.had found that the yearly floods of rivers did not
have any one average, but rather varied over many different scales--there were
flood years, flood decades, even flood centuries. He concluded that the only way
to characterize this temporal wiggliness was to plot the amount of fluctuation at
each scale and use the slope of this line. Mandelbrot realized that this was
equivalent to the kind of scaling measure that had been,used for Cantor's patho-
logical curves. As he began to apply computer graphics (figs. 1.6, 1.7), he found
that these shapes were not pathological at all, but rather very common through-
out the natural world. Mountain ranges had peaks within peaks, trees had
branches made of branches, clouds were puffs within puffs--even his own body.
was full of recursive scaling structures.
The fractal simulations for natural objects in figure 1.7 were created just
like the Cantor set, Koch curve, and other examples we have already seen, with
a seed shape that undergoes recursive replacement. The only difference is that
some of these simulations require that certain lines in the seed shape do not get
When the
ruler size is:
The length
measured is:
6 inches
6 inches
2 inches
8 inches
½ inch
12 inches
FIGURE 1:4
Measuring the length of fractal curves
The new curves of Cantor, Koch, and others represented a problem in measurement cheory.
The length of the curve depends on the size of the ruler. As we shrink the ruler down, the length
approaches infinity.
measured length of curve
slope = 1.1
smaller ruler size —
measured length of curve •
slope = 1.3
smaller ruler size -
measured lengch of curve —
slope = 1.5
smaller ruler size -
FIGURE 1.5
A better way to measure fractal curves
Our experiment in shrinking rulers wasn't a total waste. In fact, it turns out that if you keep track
of how the measured length changes with ruler size, you get a very good way of characterizing the
curve. A relatively smooth fractal won't increase length very quickly with shrinking ruler size, but
very crinkled fractals will. (a) This smooth Koch curve doesn't add much length with shrinking
ruler size, so the plot shows only a small rise. (b) Since a small ruler can get into all the nooks and
crannies, this more crinkled Koch curve shows a steeper rise in measured length with a shrinking
ruler. (c) An extremely tortuous Koch curve has a very steep slope for its plot.
Note for math sticklers: These figures are plotted on a logarithmic graph.
Fractal geometry
replaced. This is illustrated for the lung model at the bottom of figure 1.7. The
lines that get replaced in each iteration are called "active lines." Those that do
not get replaced are called "passive lines." We will be using the distinction between
active and passive lines in simulations for African designs as well.
Mandelbrot coined the term "fractal" for this new geometry, and it is now
used in every scientifc discipline from astrophysics to zoology. It is one of the
most powerful tools for the creation of new technologies as well as a revolutionary
approach to the analysis of the natural world. In medicine, for example, fractal
15
South Africa
Fractal dimension = 1.00
Smooth Koch curve
Fractal dimension = 1.1
Orcar Britain
Fractal dimension = 1.25
Rough Koch curve
Fractal dimension = 1.3
Norway
Fractal dimension = 1.52
fracturenso cuts
FIGURE 1.6
Measuring nature with fractal geometr
Although the curves of Cantor and others were introduced as abstractions without physica
meaning, Benoit Mandelbrot realized that their scaling measure, which he called "fractal
dimension," could be put to practical use in characterizing irregular shapes in nature. The classic
example is the measurement of coastlines. Even though it is a very Crude model, we can see how
the variations of the roughness in the Koch curve are similar to the variations in these coasts.
Note that the fractal dimension is our plot slope from figure 2.5; the coastlines were measured in
the same way.
acacia
tree
clouds
shell
fern
This vertical
line is passive.
These two
horizontal lines
(gray) are the
active lines that
will be replaced
by a reduced
version of this
seed shape.
--.
After the first iteration
ve see that only the active
lines were replaced:
the passive line remains
the sane. Now there
re three passive lnes
(center) and four activi
lines (the ends).
he similarity it heis ling stuce
f the human lung
FIGURE 1.7
Simulating nature with fractal geometry
In his experiments with computer graphics, Mandelbrot found that fractal shapes abound in
nature, where continual processes such as biological growth, geological change, and atmospheric
turbulence result in a wide variety of recursive scaling structures (a). The recursive construction of
these natural shapes is basically the same as that of the other fractal shapes we have seen so far. In
some examples, like the lung model (b), certain lines of the original seed shape do not participate
in the replacement step; they are called "passive lines." The ones which do go through
replacement are called "active lines." Each step is referred to as an "iteration."
Fractal geometry
dimension can be used as a diagnostic cool. A healthy Jung has a high fractal dimen-
sion, but when black lung disease begins it loses some of the fine branching-a
condition that can be detecred by measuring the fractal dimension of the X ray.
For this reason, Benoit Mandelbrot was récently named an honorary member of
the French Coal Miners Union.
Of course, no revolution is without its counterrevolutionaries. It was not
long before some scientists started objecting that Mandelbrot was ignoring the
presence of the natural objects that could be described by Euclidean geometry,
such as Crystals or eggs. It's true that not all of nature is fractal—and this will be
an important point for us to keep in mind. Some writers have mistakenly
attempted to portray Africans as "more natural"—a dangerous and misleading
claim, even when made by well-meaning romantics. Since fractals are associated
with nature, a book about "African fractals" could be misinterpreted as support
for such romantic organicists. Pointing out that some Euclidean shapes exist in
the realm of nature makes it easier to understand that African fractals are from
the artificial realm of culture. Before moving on to these African designs, let's
review the basic characteristics of fractal geometry.
Five essential components of fractal geometry
RECURSION
We have seen that fractals are generated by a circular process, a loop in which
the output at one stage becomes the input for the next. Results are repeatedly
returned, so that the same operation can be carried out again. This is often referred
to as "recursion," a very powerful concept. Later we will distinguish between three
differeni types of recursion, but for now just think of it in terms of this iterative
feedback loop. We've already seen how iteration works to create the Cantor set
and the Koch curve. Although we can create a mathematical abstraction in which
the recursion continues forever, there are also cases where the recursion will "bot-
tom out." In our generation of the Koch curve, for example, we quit once the lines
get too small to print. In fact, any physically existing object will only be fractal-
within a particular range of scales.
SCALING
If you look at the coastline of a continent-take the Pacific side of North Amer-
ica for instance-you will see a jagged shape, and if you look at a small piece of
that coastline-say, California—we continue to see similar jaggedness. In fact,
a similar jagged curve can be seen standing on a cliff overlooking a rocky Cali-
fornia shore, or even standing on that shore looking at one rock. Of course, that's
I8
Introduction
only roughly similar, and it's only good for a certain range of scales, but it is aston-
ishing to realize how well this works for many natural features. It is this "scal-
ing" property of nature that allows fractal geometry to be so effective for
modeling. To have a "scaling shape" means that there are similar patterns at dif-
ferent scales within the range under consideration. Enlarging a tiny section will
produce a pattern that looks similar to the whole picture, and shrinking down
the whole will give us something that looks like a tiny part.
SELF-SIMILARITY
Just how similar do these patterns have to be to qualify as a fractal? Mathe-
maticians distinguish between statistical self-similarity, as in the case of the coast-
line, and exact self-similarity, as in the case of the Koch curve. In exact
self-similarity we need to be able to show a precise replica of the whole in at
least some of its parts. In the Koch curve a precise replica of the whole could
be found within any section of the fractal ("strictly self-similar"), but this isn't
true for all fractals. The branching fractals used to model the lungs and acacia
tree (fig. 1.7), for example, have parts (e.g., the stem) that do not contain a tiny
image of the whole. Unlike the Koch curve, they were not generated by replac-
ing every line in the seed shape with a miniature version of the seed; instead,
we used some passive lines that were just carried though the iterations without
change, in addition to active lines that created a growing tip by the usual
recursive replacement.
INFINITY
Since fractals can be limited to a finite range of scales, it may seem like infinity
is just a historical artifact, at best a Holy Grail whose quest allowed mathematicians
serendipitously to stumble across fractals. It is this kind of omission that has made
many pure mathematicians rather nonplussed about the whole fractal affair,
and in some cases downright hostile (cf. Krantz 1989). There is no way to con-
nect fractals to the idea of dimension without using infinity, and for many math-
ematicians that is their crucial role.
FRACTIONAL DIMENSION
How can it be that the Koch curve, or any member of its fractal family, has infi-
nite length in a finite boundary? We are used to thinking of dimension as only
whole numbers-the one-dimensional line, the two-dimensional plane-but
the theory of measurement that governs fractals allows dimensions to be fractions.
Consider, for example, the increasing dimension of the Koch curves in figure 1.6.
Above the top, we could go as close as we like to a one-dimensional line. Below
Fractal geometry
the bottom, we could make the curve so jagged that it starts to fill in two-
dimensional areas of the plane. In between, we need an in-berween dimension.
I9
Looking for fractals in African culture
As we examine African designs and knowledge systems, these five essential
components will be a useful way to keep track of what does or does not match
fractal geometry. Since scaling and self-similarity are descriptive characteristics,
our first step will be to look for these properties in African designs. Once we estab-
lish that theme, we can ask whether or not these concepts have been intentionally
applied, and start to look for the other three essential components. We will now
turn to African architecture, where we find some of the clearest illustrations of
indigenous self-similar designs.
CHAPTER
2
Fractals-
-in
-African
-settlement-
architecture-
- Architecture often provides excellent examples of cultural design themes,
because anything that is going to be so much a part of our lives--a structure
that makes up our built environment, one in which we will live, work or play—
is likely to have its design informed by our social concepts. Take religious archi-
tecture for example. Several churches have been built using a triangular floor
plan to symbolize the Christian trinity; others have used a cross shape. The
Roman Pantheon was divided into three vertical levels: the bottom with
seven niches representing the heavenly bodies, the middle with the 12 zodiac
signs, and on top a hemisphere symbolizing the order of the cosmos as a
whole.' But we don't need to look to grandiose monuments; even the most inun-
dane shack will involve geometric decisions—should it be square or oblong?
pitched roof or flat? face north or west?—and so culture will play a role here
as well.
At first glance African architecture might seem so varied that one would
conclude its structures have nothing in common. Although there is great diver-
sity among the many cultures of Africa, examples of fractal architecture can be
found in every corner of the African continent. Not all architecture in Africa
•is fractal--fractal geometry is not the only mathematics used in Africa--but its
repeated presence among such a wide variety of shapes is quite striking.
20
Fractals in African settlement architecture
In each case presented here we will compare the aerial photo or architec-
tural diagram of a settlement to a computer generated fractal model. The frac-
tal simulation will make the self-similar aspects of the physical structure more
evident, and in some cases it will even help us understand the local cultural mean-
ing of the architecture. Since the African designers used techniques like itera-
tion in buitding these structures, our virtual construction through fractal graphics
will give us a chance to see how the patterns emerge through this process.
2 I
Rectangular fractals in settlement architecture
If you fly over the northern part of Cameroon, heading roward Lake Chad along
the Logone River, you will see something like figure 2. ya. This aerial photo shows
the city of Logone-Birni in Cameroon. The Kotoko people, who founded this city
centuries ago, use the local clay to create huge rectangular building complexes.
The largest of these buildings, in the upper center of the photo, is the palace of
the chief, or "Miarre" (fig. 2.1b). Each complex is created by a process often called
"architecture by accretion," in this case adding rectangular enclosures to preexisting
rectangles. Since new enclosures often incorporate the walls of two or more, of
the old ones, enclosures tend to get larger and larger as you go outward from the
center. The end result is the complex of rectangles within rectangles within rec-
tangles that we see in the photo.
Since this architecture can be described in terms of self-similar scaling--it
makes use of the same pattern at several different scales— it is easy to simulate using
a computer-generated fractal, as we see in figures 2. 1c-e. The seed shape of the model
is a recrangle, but each side is made up of both active lines (gray) and passive lines
(black), After the first iteration we see how a small version of the original rectangle
is reproduced by each of the active lines. One more iteration gives a range of scales
that is about the same as that of the palace; this is enlarged in figure 2.1e.
During my visit to Logone-Birni in the summer of 1993, the Miarre kindly
allowed me to climb onto the palace roof and take the photo shown in figure 2.if.
I asked several of the Kotoko men about the variation in scale of their architecture.
They explained it in terms of a combination of patrilocal household expansion,
and the historic need for defense. "A man would like his sons to live next to
him," they said, "and so we build by adding walls to the father's house." In the
past, invasions by northern marauders were common, and so a larger defensive
wall was also needed. Sometimes the assembly of families would outgrow this
defensive enclosure, and so they would turn that wall into housing, and build an
even larger enclosure around it. These scaling additions created the tradition of
self-similar shapes we still see today, although the population is far below the
a. An aerial view of the city of Logone-Birni in Cameroon.
The largest building complex, in the center, is the palace
of the chief.
Photo courtesy Musée de l'Homme, Paris.
b. A closer view of the palace.
The smallest rectangles, in the
center, are the royal chambers.
c. Seed shape for the fractal
simulation of the palace.
The active lines, in gray,
will be replaced by a scaled-
down replica of the entire
seed.
d. First three iterations of the fractal simulation.
e. Enlargment of the third
iteration.
FIGURE 2.1
Logone-Birni
(figure continues)
f. Photo by the author taken from the roof of the palace.
Yene ada
g. The guti, the
royal insignia,
painted on the
palace walls.
By permission
of Lebeuf 1969.
Le chemin de la lumière
h. The spiral path taken by visitors to the throne.
By permission of Lebeuf 1969.
FIGURE 2. 1 (continued)
Inside Logone-Birni
24
Introduction
original 180,000 estimated for Logone-Birni's peak in the nineteenth century. At
that time there was a gigantic wall, about 1o feet thick, that enclosed the
perimeter of the entire settlement.
The women I spoke with were much less interested in either patrilineage
or military history; their responses concerning architectural scaling were primarily
about the contrast between the raw exterior walls and the stunning waterproof
finish they created for courtyards and interior rooms. This began by smoothing
wet walls flat with special stones, applying a resin created from a plant extract,
and then alding. beautifully austere decorative lines.
The most important of these decorative drawings is the guti, a royal insignia
(fig. 2.1g). The central motif of the guti shows a rectangle inside a rectangle inside
a rectangle; it is a kind of abstract model that the Kotoko themselves have cre-
ated. The reason for choosing scaling rectangles as a symbol of royalty becomes
clear when we look at the passage that one must take to visit the Miarre (fig. 2.1h).
The passage as a whole is a rectangular spiral. Each time you enter a smaller scale,
you are required to behave more politely. By the time you arrive at the throne
you are shoeless and speak with a very cultured formality.? Thus the fractal
scaling of the architecture is not simply the result of unconscious social dynam-
ics; it is a subject of abstract representation, and even a practical technique applied
to social ranking.
To the west near the Nigerian border the landscape of Cameroon becomes
much greener; this is the fertile high grasslands region of the Bamileke. They too
have a fractal settlement architecture based on rectangles (fg. 2.2a), but it has
no cultural relation to that of the Kotoko. Rather than the thick clay of Logone-
Birni, these houses and the attached enclosures are built from bamboo, which.
is very strong and widely available. And there was no mention of kinship,
defense, or politics when I asked about the architecture; here I was told it is pat-
terns of agricultural production that underlie the scaling. The grassland soil and
climate are excellent for farming, and the gardens near the Bamileke houses typ-
ically grow a dozen different plants all in a single space, with each taking its char-
acteristic vertical place. But this is labor intensive, and so more dispersed
plantings--rows of corn and ground-nut—are used in the wider spaces farther
from the house. Since the same bamboo mesh construction is used for houses,
house enclosures, and enclosures of enclosures, the result is a self-similar archi-
tecture. Unlike the defensive labyrinth of Kotoko architecture, where there
were only a few well-protected entryways, the farming activities require a lot of
movement between enclosures, so at all scales we see good-sized openings. The
fractal simulation in figures 2.2b,c shows how this scaling structure can be mod-
eled using an open square as the seed shape.
fields
servant's room
wite's r
gran
nan's room
bamboo tence
wife's room
first wite's room
Jaranary
granary
a
10 ... 201
m
HH
CHE
FIGURE 2.2
Bamileke settlement
(a) Plan of Bamileke settiement from about 196o. (b) Fractal simulation of Bamileke architecture.
In the first iteration ("seed shape"), the two active lines are shown in gray. (c) Enlarged view of
fourth iteration.
(ia, Beguin 1952; reprinted with permission from OrstoM).
26
Introduction
Circular fractals in settlement architecture
Much of southern Africa is made up of arid plains where herds of cattle-and other
livestock are raised. Ring-shaped livestock pens, one for each extended family, 3
can be seen in the aerial photo in figure 2.za, a Ba-ila settlement in southern Zam-
bia. A diagram of another Ba-ila settlement (fig. 2.3d) makes these livestock enclo-
sures ("kraals") more clear. Toward the back of each pen we find the family living
quarters, and toward the front is the gated entrance for letting livestock in and
out. For this reason the front entrance is associated with low status (unclean, ani-
mals), and the back end with high status (clean, people). 4 This gradient of sta-
tus is reflected by the size gradient in the architecture: the front is only fencing,
as we go toward the back smaller buildings (for storage) appear, and toward the
very back end are the larger houses. The two geometric elements of this struc-
ture-a ring shape overall, and a status gradient increasing with size from front
to back—-echoes throughout every scale of the Ba-ila settlement.
The settlement as a whole has the same shape: it is a ring of rings. The set-
tlement, like the livestock pen, has a front/back social distinction: the entrance
is low status, and the back end is high status: At the settlement entrance there
are no family enclosures at all for the first 20 yards or so, but the farther back we
go, the larger the family enclosures become.
At the back end of the interior of the settlement, we see a smaller detached
ring of houses, like a settlement within the settlement. This is the chief's
extended family. At the back of the interior of the chief's extended family ring,
the chief has his own house. And if we were to view a single house from above,
we would see that it is a ring with a special place at the back of the interior: the
household altar.
Since we have a similar structure at all scales, this architecture is easy to
model with fractals. Figure 2 3b shows the first three iterations. We begin with
a seed shape that could be the overhead view of a single house. This is created
by active lines that make up the ring-shaped walls, as well as an active line ar
the position of the altar at the back of the interior. The only passive lines are
those adjacent to the entrance. In the next iteration, we have a shape that could
be the overhead view of a family enclosure. At the entrance to the family enclo-
sure we have only fencing, but as we go toward the back we have buildings of
increasing size. Since the seed shape used only passive lines near the entrance
and increasingly larger lines toward the back, this iteration of our simulation has
the same size gradient that the real family enclosure shows. Finally, the third iter-
ation provides a structure that could be the overhead view of the whole settle-
ment. At the entrance to the settlement we have only fencing, but as we go toward
2
03
FIGURE 2.3
Ba-ila
(a) Aerial photo of Ba-ila sertlement before 1944. (b) Fractal generation of Ba-ila simulation.
Note that the seed shape has only active lines (gray) except for those near the opening (black).
(a, American Geographic Institute.)
28
Introduction
the back we have enclosures of increasing size. Again, by having the seed shape
use only passive lines near the entrance and increasingly larger lines toward the
back, this iteration of our simulation has the same size gradient that the real settle-
ment shows.
I never visited the Ba-ila myself; most of my information comes from the
classic ethnography by Edwin Smith and Andrew Dale, published in 1920.
While their colonial and missionary motivations do not inspire much trust,
they often showed a strong commitment toward understanding the Ba-ila point
of view for social structure. Theit analysis of Ba-ila settlement architecture
points out fractal attributes. They too noted the scaling of house size, from
those less than 12 feet wide near the entrance, to houses more than 40 feet wide
at the back, and explained it as a social status gradient; "there being a world of
difference between the small hovel of a careless nobody and the spacious dwelling
of a chief" (Smith and Dale 1968, 114).
It is in Smith's discussion of religious beliefs, however, that the most strik-
ing feature of the Ba-ila's fractal architecture is illuminated. Unlike most mis-
sionaries of his time, Smith was a strong proponent of respect for local religions.
He was rio relativist-understanding and respect were strategies for conver-
sion- but his delight in the indigenous spiritual strength comes across clearly in
his writings and provided him with insight into the subtle relation of the social,
sacred, and physical structure of the Ba-ila architectural plan.
In this village there are about 250 huts, built mostly on the edge of a circle four
hundred yards in diameter. Inside this circle there is a subsidiary one occupied
by the chief, his family, and cattle. It is a village in itself, and the form of it in
the plan is the form of the greater number of Ba-ila villages, which do not attain
to che dimensions of Shaloba's capital. The open space in the center of the vil-
lage is also broken by a second subsidiary village, in which reside important mem-
bers of the chief's family, and also by three or four miniature huts surrounded
by a fence: these are the manda a mizhimo ("the manes' huts") where offerings
are made to the ancestral spirits. Thus carly do we see traces of the all-pervading
religious consciousness of the Ba-ila.
(Smith and Dale 1968, 113)
In the first iteration of the computer generated model there is a detached
active line inside the ring, at the end opposite the entrance. This was motivated
by the ring comprising the chief's family, but it also describes the location of the
sacred altar within each house. As a logician would put it, the chief's family ring
is to the whole settlement as the altar is to the house. It is not a status gradient,
as we saw with the front-back axis, but rather a recurring functional role between
different scales: "The word applied to the chiel's relation to his people is kulela:
in the extracts given above we translate it 'to rule,' but it has this only as a sec-
Fractals in African settlement architecture
ondary meaning. Kulela is primarily to nurse, to cherish; it is the word applied
to a woman caring for her child. The chief is the father of the community; they
are his children, and what he does is lela them" (Smith and Dale 1968, 307).
This relationship is echoed throughout family and spiritual ties at all
scales, and is structurally mapped through the self-similar architecture. The
nesting of circular shapes—ancestral miniatures to chief's house ring to chief's
extended family ring to the great outer ring-—was not a status gradient, as we saw
for the enclosure variation from front to back, but successive iterations of lela.
A very different circular fractal architecture can be seen in the famous stone
, buildings in the Mandara Mountains of Cameroon. The various ethnic groups
of this area have their own separate names, but collectively are often referred to
as Kirdi, the Fulani word for "pagan," because of their strong resistance against
conversion to Islam. Their buildings are created from the stone rubble that
commonly covers the Mandara mountain terrain. Much of the stone has natural
fracture lines that tend to split into thick flat sheets, so these ready-made
bricks-along with defensive needs—-helped to inspire the construction of their
huge castlelike complexes. But rather than being the Euclidean shapes of Euro-
pean castles, this African architecture is fractal.
' Figure 2.4a shows the building complex of the chief of Mokoulek, one of
the Mofou settlements. An architectural diagram of Mokoulek, drawn by French
researchers from the oRstom science institute, shows its overall structure (fig. 2.4b).
It is primarily composed of three stone enclosures (the large circles), each of which
surrounds tightly spiraled granaries (small circles). The seed shape for the sim-
ulation requires a circle, made of passive lines, and two different sets of active
lines (fg, 2.4c). Inside the circle is a scaling sequence of small active lines; these
will become the granaries. Outside the circle there is a large active line; this will
replicate the enclosure filled with granaries. By the fourth iteration we have cre-
ated three enclosures filled with spiral clusters of granaries, plus one unfilled. The
real diagram of Mokoulek shows several unfilled circles-evidence that not
everything in the architectural structure can be accounted for by fractals. Nev-
ertheless, an important feature is suggested by the simulation.
In the first iteration we see that the large external active line is to the left
of the circle. But since it is at an angle, the next iteration finds this active line
above and to the right. If we follow the iterations, we can see that the dynamic
construction of the complex has a spiral pattern; the replications whorl about a
central location. This spiral dynamic can be missed with just a static view—| cer-
tainly didn't see it before I tried the simulation-but our participation in the vir-
tual construction makes the spiral quite evident. The similarity between the small
spirals of granaries inside the enclosures and this large-scale spiral shape of the
29
d
FIGURE 2.4
Mokoulek
(a) Mokoulek, Cameroon. The small buildings inside the stone wall are granaries. The rectangular
building (top right) holds the sacred altar. (b) Architectural diagram of Mokoulek. (c) First three
iterations of the Mokoulek simulation. The seed shape is composed of a circle drawn with passive
lines (black) and with gray active lines both inside and outside the circle. (d) Fourth iteration of
the Mokoulek simulation.
(a and b, by permission from Seignobos 1982.)
Fractals in African settlement architeczure
complex as a whole indicates that the fractal appearance of the architecture is
not merely due to a random accumulation of various-sized circular forms. The
idea of circles of increasing size, spiraling from a central point, has been applied
at two different scales, and this structural coherence is confirmed by the archi-
rects' own concepts.
In our simulation the active line became located toward the center of the
spiral. The Mofou also think of their architecture as spiraling from this central
location, which holds their sacred altar. The altar is a kind of conceptual "active
line" in their schema; it is responsible for the iterations of life. Seignobos (1982)
notes that this area of the complex is the site of both religious and political author-
ity; it is the location for rituals that generate cycles of agricultural fertility and
ancestral succession. This geometric mapping between the scaling circles of the
architecture and the spiritual cycles of life is represented in their divination
("fortunetelling") ritual, in which the priest creates concentric circles of stones
and places himself at the center. As in the guti painting in Logone-Birni, in which
the Kotoko had modeled their scaling rectangles, the Mofou have also created
their own scaling simulation.
By the time I arrived at Mokoulek in 1994 the chief had died, and the own-
ership of this complex had been passed on to his widows. The new chief told me
that the design of this architecture, including that of his new complex, began with
a precise knowledge of the agricultural yield. This volume measure was then con-
verted to a number of granaries, and these were arranged in spirals. The design
is thus not simply a matter of adding on granaries as they are needed; in fact, it
has a much more quantitative basis than my computer model, which 1 simply did
by eyeball.
Not all circular architectures. in Africa have the kind of centralized
location that we saw in Mokoulek. The Songhai village of Labbezanga in Mali .
(fig. 2.5a), for example, shows circular swirls of circular houses without any
single focus. But comparing this to the fractal image of figure 2.5b, we see that
a lack of central focus does not mean a lack of self-similarity. It is important to
remember that while "symmetry" in Euclidean geometry means similarity within
one scale (e.g., similarity between opposite sides in bilateral symmetry), fractal
geometry is based on symmetry between different scales. Even these decentral-
ized swirls of circular buildings show a scaling symmetry..
Paul Stoller, an accomplished ethnographer of the Songhai, tells me that
the rectangular buildings that can be seen in figure 2.ga are due to Islamic influ-
ence, and that the original structure would have been completely circular.
Thanks to Peter Broadwell, a computer programmer from Silicon Graphics Inc.,
we were able to run a quantitative test of the photo that confirmed what our eyes
31
32
Introduction
FIGURE 2.5
Labbezanga
(a) Aerial view of the village of Labbezanga in Mali. (b) Fractal graphic.
(a, photo by Georg Gerster; b, by permission of Benoit Mandelbror.)
were telling us: the Songhai architecture can be characterized by a facial dimen-
sion similar to that of the computer-generated fractal of figure 2.5b. 6
This kind of dense circular arrangement of circles, while occurring in all
sorts of variations, is common throughout inland west Africa. Bourdier and
Trinh (1985), for example, describe a similar circular architecture in Burkina Faso.
The scaling of individual buildings is beautifully diagrammed in their cover
illustration (fig. 2.6a), a portion of one of the large building complexes created
by the Nankani society. As for the Songhai, foreign cultural influences have now
introduced rectangular buildings as well. In the Nankani complex the outermost
enclosure (the perimeter of the complex) is socially coded as male. As we move
in, the successive enclosures become more female associated, down to the cir-
cular woman's dégo (fig. 2.6b), the circular fireplace, and finally the scaling
stacks of pots (fig. 2.6c).
Using a technique quite close to that of the Kotoko women, the women
of Nankani also waterproof and decorate these walls. The recurrent image of a
Fractals in African seulement architecture
triangle in these decorations (see walls of dégo) represents the zalanga, a nested
stack of calabashes (circular bowls carved from gourds) that each woman keeps
in her kitchen (fig. 2.6d). Since these calabashes are stacked from large to small,
they (and the rope that holds them) form a triangle-thus the triangular
decorations also represent scaling circles, just in a more abstract way. The small-
est container in a woman's zalanga is the kumpio, which is a shrine for her soul.
When she dies, the zalanga, along with her pors, is smashed, and her soul is released
to eternity. The eternity concept, associated with well-being, is symbolically
33
b
FIGURE 2.6
Nankani home
(a) Drawing of a Nankani home. (b) The woman's main room (dégo)
inside the Nankani home. (c) A scaling stack of pots in the fireplace.
(d) The zulanga.
(a, Bourdier and Trinh 1985; courtesy of the authors; b-d, photos from
Bourdier and Trinh 1985, by permission of the authors.)
34
Introduction
represented by the coils of a serpent of infinite length, sculpted into the walls
of these homes.
From the 20-meter diameter of the building complex to the o.2-meter
kumpio-and not simply at one or two levels in between, but with dozens of self-
similar scalings-the Nankani fractal spans three orders of magnitude, which is
comparable to the resolution of most computer screens. Moreover, these scaling
circles are far from unconscious accident: as in several other architectures we have
examined, they have made conscious use of the scaling in their social symbol-
ism. In this case, the most prominent symbolism is that of birthing. When a child
is born, for example, it must remain in the innermost enclosure of the women's
, dégo until it can crawl out by itself. Each successive entrance is— spatially as well
as socially—a rite of passage, starting with the biological entrance of the child
from the womb. It leaves each of these nested chambers as the next iteration ini
life's stages is born. The zalanga models the entire structure in miniature, and its
destruction in the event of death maps the journey in reverse: from the circles
of the largest calabash to the tiny kumpio holding the soul-from mature adult
to the eternal realm of ancestors who dwell' in "the earth's womb." There is a
conscious scheme to the scaling circles of the Nankani: it is a recursion which
bottoms-out at infinity.
Branching fractals
While African circular buildings are typically arranged in circular clusters, the
paths that lead through these settlements are typically not circular. Like the
bronchial passages that oxygenate the round alveoli of the lungs, the routes that
nourish circular settlements often take a branching form (e.g., figure 2.7). But
despite my unavoidably organicist metaphor, these cannot be simply reduced to
unconscious traces of minimum effort. For one thing, conscious design criteria
are evident in communities in which there is an architectural transition from cir-
cular to rectangular buildings, since they can choose to either maintain or erase
the branching forms.
Discussion concerning such decisions are apparent in the settlement of Banyo,
Cameroon, where the transition has a long history (Hurault 1975). I found that
few circular buildings were left, but those that were still intact served as an
embodiment of cultural memory. This role was honored in the case of the chief's
complex and exploited in the case of a blacksmith's shop, which was the site of
occasional tourist visits. After passing approval by the governinent officials
and the sultan, I was greeted by the official city surveyor, who--considering
the fact that his raison d'être was Euclideanizing the streets—showed surprising
Fractals in African settlement architecture
35
FIGURE 2.7
Branching paths in a Senegalese settlement
(a) Aerial photo of a traditional settlement in northeast Senegal. The space between enclosure
walls, serving as roads and footpaths, creates a branching pattern. (b) A branching fractal can be
created by the background of a scaling set of circular shapes.
(a, courtesy Institut Geographique du Senegal.)
appreciation for my project and helped me locate the most fractal area of the
city (fig. 2.8a). At the upper left of the photo we see a portion of the Euclidean
grid that covers the rest of the city, but most of this area is still fractal. The loca-
tion of this carefully maintained branching—-fanning out from a large plaza
that is bordered by the palace of the sultan and the grand mosque-is no
coincidence. By marking my position on the aerial photo as I traveled through
(fg. 2.8b), I was later able to create a map by digitally altering the photo image
(fig. 2.8c). This provides a stark outline-looking much like the veins in a
leaf--of the fractal structure of this transportation network. I may have plunged
through a wall or two in creating this map, but it certainly underestimates the
fine branching of the footpaths, as I did not attempt to include their extensions
into private housing enclosures.
How does the creation of these scaling branches interact with the kinds of
iterative construction and social meaning we have seen associated with other
examples of fractal architecture? A good illustration can be found in the
Position I—outside palace
Position 2-road below mosque
Position 3--narrow walkway
FIGURE 2.8
Branching paths in Banyo
(a) Aerial photo of the city of Banyo,
Cameroon. (6) Successive views of the
branching paths, as marked on the photo above.
The clay walls require their own roof, which
comes in both thatched and metal versions
along the walkway in the last photo. (c) Aerial
photo of Banyo with only public paths showing.
(a, courtesy National Institute of Cartography, .
Cameroon.)
8 17937.
EET
FIGURE 2.9
Streets of Cairo
(a) Map of streets of Cairo, 1808. (b) Fractal simulation for Cairo streets. (c) Enlarged view
of fourth iteration.
38
Introduction
branching streets of North African cities. Figure 2.ga shows a map of Cairo, Egypt,
in 1898. The map was created by an insurance company, and I have colored the
streets black to make the scaling branches more apparent. Figure 2.gb shows its
computer simulation. Delaval (1974) has described the morphogenesis of Saha-
ran cities in terms of successive additions similar to the line replacement in the
fractal algorithms we have used here. The first "seed shape" consists of a mosque
connected by a wide avenue to the marketplace, and successive iterations of con-
struction add successive contractions of this form.
Since these fractal Saharan settlement architectures predate Islam (see
Devisse 1983), it would be misleading to see them as an entirely Muslim inven-
tion; but given the previous observations about the introduction of Islamic
architecture as an interruption of circular fractals in sub-Saharan Africa, it is impor-
tant to note that Islamic cultural influences have made strong contributions to
African fractals as well. Heaver (1987) describes the "arabesque" artistic form in
North African architecture and design in terms that recall several fractal con-
cepts (e.g., "cyclical rhythms" producing an "indefinitely expandable" struc-
ture). He discussed these patterns as visual analogues to certain Islamic social
concepts, and we will examine his ideas in greater detail in chapter 12 of this book.
Conclusion
Throughout this chapter, we have seen that a wide variety of African settlement
architectures can be characterized as fractals. Their physical construction makes
use of scaling and iteration, and their self-similarity is clearly evident from com-
parison to fractal graphic simulations. Chapter 3, will show that fractal architecture
is not simply a typical characteristic of non-Western settlements. This alone does
not allow us to conclude an indigenous African knowledge of fractal geometry;
in fact, I will argue in chapter 4 that certain fractal patterns in African decora-
tive arts are merely the result of an intuitive esthetic: But as we have already seen,
the fractals in African architecture are much more than that. Their design is linked
to conscious knowledge systems that suggest some of the basic concepts of frac-
tal geometry; and in later chapters we will find more explicit expressions of this
indigenous mathematics in astonishing variety and form.
CHAPTER
3
-Fractals-
in~
cross-cultural-
comparison-
- The fractal settlement patterns of Africa stand in sharp contrast to the Carte-
sian grids of Euro-American settlements. Why the difference? One explanation
could be the difference in social structure. Euro-American cultures are organized
by what anthropologists would call a "state society." This includes not just the
modern nation-state, but refers more generally to any society with a large
political hierarchy, labor specialization, and cohesive, formal controls--what is
sometimes called "top-down" organization. Precolonial African cultures included
many state societies, as well as an enormous number of smaller, decentralized
social groups, with little political hierarchy-that is, societies that are organized
"bottom-up" rather than "top-down."' But if fractal architecture is simply the
automatic result of a nonstate social organization, then we should see fractal settle-
ment patterns in the indigenous societies of many parts of the world. In this chap-
ter we will examine the sertlement patterns found in the indigenous socieries
of the Americas and the South Pacific, but our search will turn up very few frac-
tals. Rather than dividing the world between a Euclidean West and fractal
non-West, we will find that each society makes use of its particular design
themes in organizing its built environment. African architecture tends to be frac-
tal because that is a prominent design theme in African culture. In fact, this cul-
tural specificity of design themes is true not only for architecture, but for many
39
40
Introduction
other types of material design and cultural practices as well. We will begin our
survey with a brief look at the design themes in Native American societies, which
included both hierarchical state empires as well as smaller, decentralized tribal
cultures.
Native American design
The Ancestral Pueblo society dwelled in what is now the southwestern United
States around 1 100 c.e. Aerial photos of these sites (fig. 3.1) are some of the most
famous examples of Native American settlements. But as we can see from this
vantage point, the architecture is primarily characterized by an enormous circular
form created from smaller rectangular components-- certainly not the same shape
at two different scales. This juxtaposition of the circle and the quadrilateral (rec-
tangle or cross-shaped) form is not a coincidence; the two forms are the most impor-
tant design themes in the material culture of many Native American societies,
including both North and South continents.
As far as architecture is concerned, there are no examples of the nonlinear
scaling we saw in Africa. The only Native American architectures that come
close are a few instances of linear concentric figures (fig. 3.2a). Shapes approx-
imating concentric circles can be seen in the Poverty Point complex in north-
FIGURE 3.1
Euclidean geometry in Native American architecture
(a) Aerial photo of Bandelier, one of the Ancestral Puehlo settlements (starting around 1 100 c.E.)
in norhtwestern New Mexico. (b) Aerial photo of Pueblo Bonito, another Ancestral Pueblo .
settlement (starting around 950 c.E.). Note that they are mostly rectangular at the smallest scale
and circular at the largest scale.
(a, phoro by Tom Buker; b, photo by Georg Gerster.)
Fractals in cross-cultural comparison
ern Louisiana, for example, and there were concentric circles of tepees in the
Cheyenne camps. The step-pyramids of Mesoamerica look like concentric
squares when viewed from above. But linear concentric figures are not fractals.
First, these are linear layers: the distance between lines is always the same, and
thus the number of concentric circles within the largest circle is finite. The non-
linear scaling of fractals requires an ever-changing distance between lines,
41
a
FIGURE 3.2
Linear concentric forms in Native American architecture
(a) Native American architecture is cypically based on quadrilateral grids or a combination of
circular and grid forms. The only examples of scaling shapes are these linear concentric forms. In
the Poverty Point complex, for example, concentric circles were used, and concentric squares can be
seen if we look at the Mexican step pyramids from above. These forms are better characterized as
Euclidean than fractal for two reasons: (b) First, they are linear. Here is an example of a nonlinear
concentric circle. While the linear version must have a finite number of circles, this figure could
have an infnite number and still fit in the same boundary. (c) Second, they only scale with respect
10 one point (the center). Here is an example of circles with more global scaling symmetry.
42
Introduction
which means there can be an infinite number in a finite space (fig. 3.2b). Sec-
ond, even nonlinear concentric circles are only self-similar with respect to a
single locus (the center point), rather than having the global self-similarity of
fractals (fig. 3.2c).
The importance of the circle is detailed in a famous passage by Black Elk
(1961), in which he explains that "everything an Indian does is in a circle, and
that is because the Power of the World always works in circles, and everything
tries to be round." But he goes on to note that his people thought of their world
as "the circle of the four quarters." A similar combination of the circle and quadri-
lateral form can be seen many Native American myths and artifacts; it is not their
only design theme, but it can be found in a surprising number of different soci-
eties. Burland (1965), for example, shows a ceremonial rattle consisting of a wooden
hoop with a cross inside from southern Alaska, a Navajo sand painting showing
four equidistant stalks of corn growing from a circular lake, and a Pawnee buffalo-
hide drum with four arrows emanating from its circular center. Nabokov and
Easton (1989) describe the cultural symbolism of the tepee in terms of its com-
bination of circular hide exterior and the four main struts of the interior wood
supports. Waters (1963) provides an extensive illustration of the cultural sig-
nificance of combining the circular and cross form in his commentary on the Hopi
creation myth.
The fourfold symmetry of the quadrilateral form has lead to some sophis-
ticated conceptual structures in Native American knowledge systems. In Navajo
sand painting, for example, the cruciform shape represents the "four directions"
concept, similar to the Cartesian coordinate system. While orderly and consis-
tent, it is by no means simple (see Witherspoon and Peterson 1995). The four
Navajo directions are also associated with corresponding sun positions (dawn,
day, evening, night), yearly seasons (spring, summer, fall, winter), principal
colors (white, blue, yellow, black), and other quadrilateral divisions (botanical
categories, partitions of the life cycle, etc.). These are further broken into inter-
secting bipolarities (e.g., the east/west sun path is broken by the north/south direc-
tions). Combined with circular curves (usually representing organic shapes and
processes), the resulting schema are rich cultural resources for indigenous mathe-
matics (see Moore 1994). But, except for minor repetitions (like the small circular
kivas in the Chaco canyon site of fig. 3.1) there is nothing particularly fractal
about these quadrilateral designs.
Many Mesoamerican cities, such as the Mayans' Teotihuacán, the Aztec's
Tenochtitlán, and the Toltec's Tula, embedded a wealth of astronomical knowl-
edge in their rectangular layouts, aligning their streets and buildings with heav-
enly objects and events (Aveni 1980). J. Thompson (1970) and Klein (1982)
Fractals in cross-cultural comparison
describe the quadrilateral figure as an underlying theme in Mesoamerican geo-
metric thinking, from small-scale material construction techniques such as
weaving, to the heavenly cosmology of the four serpents. Rogelio Díaz, of the
Mathematics Museum at, the University of Querétaro, points out that the skin
patterns of the diamondback rattlesnake were used by the Mayans to symbolize
this concept (fig. 3-3a).
Comparing the Mayan snake pattern with an African weaving based on the
cobra skin pattern (fg. 3.3b), we can see how geometric modeling of similar nat-
ural phenomena in these two cultures results in very different representations.
The Native American example emphasizes the Euclidean symmetry within one
size frame ("size frame" because the term "scale" is confusing in the context of
snake skin). This Mayan pattern is composed of four shapes of the same size, a
fourfold symmetry. But the African example emphasizes fractal symmetry, which
is not about similarity between right/left or up/down, but rather similarity
between different size frames. The African snake pattern shows diamonds within
diamonds within diamonds. Neither design is necessarily more accurate: cobra
skin does indeed exhibit a fractal pattern-the snake's "hood," its twin white
patches, and the individual scales themselves are all diamond shaped-and yet
snake skin patterns (thanks to the arrangement of the scales) are also charac-
teristically in diagonal rows, so they are accurately modeled as Euclidean struc-
tures as well. Each culture chooses to emphasize the characteristics that best fit
its design theme.
There are a few cases in which Native Americans have used scaling geo-
metries in artistic designs. Several of these were not, however, part of the tra-
ditional repertoire.? Navajo blankets, for example, were originally quite linear;
.. it was-only cn examining Persian ruga that Navajo weavers began to use more
scaling styles of design (and even then the designs were much more Euclidean
than the Persian originals; see Kent 1985). The Pueblo "storyteller" figures have
some scaling properties, but they are of recent (196os) origin. Pottery and cala-
bash (carved gourd) artisans in Africa often create scaling by allowing the
design adaptively to change proportion according to the three-dimensional form
on which it is inscribed (see "adaptive scaling" in chapter 6), but this was quite
rare in Native American pottery until the 196os.
Finally, there are three Native American designs that are both indigenous
and fractal. The best case is the abstract figurative art of the Haida, Kwakiutl,
Tlingut, and others in the Pacific Northwest (Holm 1965). The figures, primarily
carvings, have the kind of global, nonlinear self-similarity necessary to qualify
as fractals and clearly exhibit recursive scaling of up to three or four iterations.
They also make use of adaptive scaling, as illustrated by the shrinking series of
43
FIGURE 3.3
Snakeskin models in Native American and African cultures
(a) Rogelio Díaz of the Mathematics Museum at the University of Querétaro shows how the skin
patterns of the diamondback rattlesnake were used by the Mayans to symbolize a cosmology based
on quadrilateral structure. (b) The Mandiack weavers of Guinea-Bissau have also created an
abstract design based on a snakeskin patrern, but chose to emphasize the fractal characteristics.
n
ed
Fractals in cross-cultural comparison
figures on the diminishing handles of soup ladles. Researchers since Adams
(1936) have pointed to the similarity with early Chinese art, which also has some
beautiful examples of scaling form, and its style of curvature and bilateral sym-
metry could indeed be culturally tied to these New World designs through an
ancient common origin. However, I doubt that is the case for the scaling char-.
acteristics. The Pacific Northwest art appears to have developed its scaling
structure as the result of competition between artisans for increasingly elaborate
carvings (Faris 1983). Although some researchers have attributed the competi-
tion pressure to European trading influences, the development of the scaling designs
was clearly an internal invention.
The other two traditional Native American designs do not qualify as frac-
tals quite as well. One involves the saw-tooth pattern found in several basket
and weaving designs. When two saw-tooth rows intersect at an angle, they cre-'
ate a triangle made from triangular edges. But these typically have only two iter-
ations of scale, and there is no indication in the ethnographic licerature that
they are semantically tied to ideas of recursion or scaling (see Thomas and Slock-
ish 1982, 18). The other is an arrangement of spiral arms often found on
coiled baskets. Again, this is self-similar only with respect to the center point,
but there are some nonlinear scaling versions (chat is, designs that rapidly get
smaller as you move from basket edge to center). However, these designs
generally appear to be a fusion between the circular form of the basket and the
cruciform shape of the arms: again more a combination of two Euclidean
shapes than a fractal.
One of the most common examples of this fusion between the circle and
the cross is the "bifold rotation" pattern in which the arms curve in opposite
directions, as shown in figure 3-4a. Figure 3 4b shows the figure of a bat from-
Mimbres pottery with a more complex version of the bifold rotation. Euclidean
syminetry has been emphasized in this figure; for example, the ears and mouth
of the bat have been made to look similar to increase the bilateral symmetry, and
the belly is drawn as a rectangle. Figure 3 4c shows the figure of a bat from an
African design; it is a zigzag shape that expands in width from top to bottom, rep-
resenting the wing of the bat. Here we see neglect of the bilateral symmetry of
the bat, and an emphasis on the scaling folds of a single wing. Again, the Native
American representation makes use of its quadrilateral/circular design theme, just
as the African representation of the bat emphasizes scaling design.
There is plenty of complexity and sophistication in the indigenous geom-
etry and numeric systems of the Americas (see Ascher 1991, 87-94; Closs 1986;
Eglash 1908b), but with the impressive exception of the Pacific Northwest carv-
ings, fractals are almost entirely absent in Native American designs.
45
) +-
Arkansas pottery
Pima basket
Southwestern portery motif
(a) The circular and quadrilateral forms were often combined in Native American designs as a
fourfold or bifold rotation.
b
(b) This image of a bat, from a Mimbres pottery in Southwestern
Native American tradition, shows an emphasis on circular and
quadrilateral form. The ear and the mouth, for example, are made
to look similar to emphasize bilateral symmetry, and the belly is
drawn as a rectangle. It also shows the wing bones as a bifold
rotation pattern.
(c) This African sculpture of a bat, from the Lega society of Zaire, pays
little attention to the bilateral symmetry of the bat's body but gives an
emphasis on the scaling symmetry of the wing folds, shown as an
expanding zigzag pattern.
FIGURE 3-4
The bifold rotation in Native American design
(a: Left, from Miles 1963. Center, from Southwest Indian Craft Arts by Clara Lee Tanner. Copyright
1968 by the Arizona Board of Regents. Reprinted by permission of the University of Arizona Press.
Right, courtesy Don Crone. b, from Zaslow 1977, courtesy of the author. c, courtesy of Danicl Biebuyck.)
.)
Fractals in cross-cultural comparison
Designs of Asia and the South Pacific
Several of the South Pacific cultures share a tradition of decorative curved and
spiral forms, which in certain Maori versions—-particularly their rafter and tat-
• too patterns-—would certainly count as'fractal (see Hamilton 1977). These are
strongly suggestive of the curvature of waves and swirling water. Classic Japan-
ese paintings of water waves were also presented as fractal patterns in Mandel-
brot's (1982) seminal text (plate Cr6). These may have some historic relation
to scaling patterns in Chinese art (see Washburn and Crowe 1988, fig. 6.9), which
are based on swirling forms of water and clouds, abstracted as spiral scaling
structures. While both the Japanese and Chinese patterns are explicitly associ-
ared with an effort to imitate nature, these Maori designs are reported to be more
about culture in particular, they emphasize mirror-image symmetries, which are
associated with their cultural themes of complimentarity in social relations
(Hanson 1083).
In almost all other indigenous examples, however, the Pacific Islander pat-
terns are quite Euclidean. Settlement layout, for instance, is typically in one
or two rows of rectangular buildings near the coasts, with circular arrangements
of rectangles also occurring inland (see Fraser 1968). The building construc-
tion is generally based on a combination of rectangular grids with triangular
or curved arch roofs. Occasionally these triangular faces are decorated with tri-
angles, but otherwise nonscaling designs dominate both structural and deco-
rative patterns.3
Again, it is important to note that this lack of fractals does not imply a lack
of sophistication in their mathematical thinking. For example, Ascher (1991)
has analyzed some of the algorithmic properties of Warlpiri (Pacific Islander) sand
drawings. Similar structures are also found 'in Africa; where they are called
lusoria. But while the lusona tend to use similar patterns at different scales (as
we will see in chapter 5), the Warlpiri drawings tend to use different patterns at
different scales. Ascher concludes that the Waripiri method of combining dif-
ferent graph movements is analogous to algebraic combinations, but the African
lusona are best described as fractals.
Complicating my characterization of the South Pacific as dominated by
Euclidean patterns is the extensive influence of India. It is perhaps no coinci-
dence that the triangle of triangles mentioned above is most common in Indone-
sia. In architecture, a famous exception to the generally Euclidean form is that
of Borobudur, a remple of Indian religious origin in Java. Although northern India
tends toward Euclidean architecture, explicit recursive design is seen in several
remples in southern India-the Kandarya Mahadeo in Khajuraho is one of the
47
Introduction
clearest examples--and is related to recursive concepts in religious cosmology.
These same areas in southern India also have a version of the lusona drawings,
and many other examples of fractal design. Interestingly, these examples from south-
ern India are the products of Dravidian culture, which is suspected to have sig-
nificant historical roots in Africa.
European designs
Most traditional European fractal designs, like those of Japan and China, are due
to imitation of nature—-a topic we will take up in the following chapter. There
are at least two stellar exceptions, however, that are worth noting. One is the
scaling iterations of triangles in the floor tiles of the Church of Santa Maria in
Costedin Rome (see plate 5-7 in Washburn and Crowe 1988). I have not been
able to determine anything about their cultural origins, but they are clearly
artistic invention rather than imitation of some natural form. The other can be
found in certain varieties of Celtic interlace designs. Nordenfalk (1977) suggests
that these are historically related to the spiral designs of pre-Christian Celtic reli-
gion, where they trace the flow of a vital life force. They are geometrically
classified as an Eulerian path, which is closely associated with mathematical knot
theory (cf. Jones 1990, 99).
Conclusion
Fractal structure is by no means universal in the material patterns of indigenous
societies. In Native American designs, only the Pacific Northwest patterns show
a strong fractal characteristic; Euclidean shapes otherwise dominate the art and
architecture. Except for the Maori spiral designs, fractal geometry does not
appear to be an important aspect of indigenous South Pacific patterns either. That
is not to say that fractal designs appear nowhere but Africa-southern India is
full of fractals, and Chinese fluid swirl designs and Celtic knot patterns are
almost certainly of independent origin. The important point here is that the frac-
tal designs of Africa should not be mistaken for a universal or pancultural phe-
nomenon; they are culturally specific. The next chapter will examine the
question of their mathematical specificity.
....z.
CHAPTER
4
-Intention-
and
invention-
in
design
- Before we can discuss the fractal shapes in African settlement architectures as
geometric knowledge, we need to think carefully about the relation berween mate-
rial designs and mathematical understanding. Designs are best seen as positioned
on a range or spectrum of intention. At the bottom of the range are uninten-
tional pasterns, created accidentally as the by-product of some other activity.
In the middle of the range are designs that are intentional but purely intuitive,
with no rules or guidelines to explain its creation. At the upper end of the range,
we have the intentional application of explicit rules that we are accustomed to
associating with mathematics. The following sections will examine the fractal
designs that occur in various positions along this intentionality spectrum.
Fractals from unconscious activity
An excellent example of unintentional fractals can be found in the work of Michael
Batty and Paul Longley (1989), who examined the shape of large-scale urban sprawl
surrounding European and American cities (fig. 4.1). While the blocks of these
cities are typically laid out in rectangular grids, at very large scales--around 100 ' •
square miles-we can see that the process of population growth has created an
irregular pattern. This type of fractal, a "diffusion limited aggregation," also
49
5°
Introduction
FIGURE 4.1
Urban sprawl in London
Large-scale urban sprawl
generally has a fractal
structure. The urban sprawl
fractals only exist at very
large scales--about 100 sq.
miles—-and result from che
unconscious accumulation
of arlian popularion dynamics.
At levels of conscious intent
(e.g., the grid of city blocks),
European cities are typically
Euclidean. Area is 10 X 10
kilometers.
(Reprinted with permission from
Batty et al. 1989.)
occurs in chemical systems when particles in a solution are attracted to an elec-
trode. Fractal urban sprawl is clearly the result of unconscious social dynamics,
not conscious design. At the smaller scales in which there is conscious planning,
European and American settlement architectures are typically Euclidean.
Fractals from nature: mimesis versus modeling
It might be tempting to think that the contrast between the Euclidean-designs
of Europe and the fractal designs of Africa can be explained by the important role
of the natural environment in African societies. But this assumption turns out
to be wrong; if anything, there is a tendency for indigenous societies to favor Euclid-
ean shapes. Physicist Kh. S.,Mamedov observed such a contrast in his reflections
on his youth in a nomadic culture:
My parents and countrymen... up to the second world war had been
nomads. ... Outside our nomad tents we were living in a wonderful kingdom
of various curved lines and forms. So why were the aesthetic signs not formed
from them, having instead preserved geometric patterns... ? [I)n the cities
where the straight-line geometry was predominant the aesthetic signs were formed
... with nature playing the dominating role.... [The nomad did not need the
"portrait" of an onk to be carried with him elsewhere because he could view all
sorts of oaks every day and every hour ... while for the townsfolk their inclina-
tion to nature was more a result of nostalgia.
(Mamedov 1986, 512-513)
-
n
S.
Intention and invention in design
Contrary to romantic portraits of the "noble savage" living as one with
nature, most indigenous societies seem quite interested in differentiating them-
selves from their surroundings. It is the inhabitants of large state societies, such
as those of modern Europe, who yearn fo mimic the natural. When European
designs are fractal, it is usually due to an effort. to mimic nature. African fractals
based on mimicry of natural form are relatively rare; their inspiration tends to
come from the realm of culture.
How should we place such nature-based designs in our intentionality spec-
trum? That depends on the difference between mimesis and modeling.
< Mimesis)
is an attempt to mirror the image of a particular object, a goal explicitly stated
by Plato and Aristotle as the essence of art, one that was subsequently followed
in Europe for many centuries (see Auerbach 1953). A photograph is a good example
of mimesis. A photo might capture the fractal image of a tree, but it would be
foolish to conclude that the photographer knows fractal geometry. If artisans are
simply trying to copy a particular natural object, then the scaling is an unintended
by-product.
The most important attributes that separate mimesis from modeling are
abstraction and generalization. (Abstraction is an attempt to leave out many of
the concrete details of the subject by creating a simpler figure whose structure
is still roughly analogous to the original-often called a "stylized" representation:
in the arts? Generalization means selecting an analogous structure that is com-
mon to all examples of the subject; what is often referred to as an "underlying"
form or law.' For example, Mandelbrot (1981) points to the European Beaux Arts
style as an attempt not merely to imitate nature, but to "guess its laws." He notes
that the interior of the Paris opera house makes use of scaling arches-within-arches;,
a patremn that generalizes some of the scaling characteristics of nature, but is not
a copy of any one particular natural object.
Since the ultimate generalization is a mathematical model, why didn't
design practices such as the Beaux Arts style result in an early development of
fractal geometry? For Europeans, such lush ornamentation was presented-and
generally accepted-as embodying the opposite of mathematics; it was an effort
to create designs that could only be understood in irrational, emotional, or intu-
itive terms. Even some movements against this attempt, such as the use of dis-
tinctly Euclidean forms in the high modern arts style, simply reinforced the
association because it only offered a reversal, suggesting that "mathematical"
shapes (cubes, spheres, etc.) could be esthetically appreciated. With rare
exceptions (e.g., Thompson 1917), mimesis of nature in pre-WW 11 European
art traditions merely furthered the assumption that Euclidean geometry was the
only true geometry.?
51
52
Introduction
The difference between mimesis and modeling provides two different posi-
tions along the intentionality spectrum. The least intentional would be merely
holding a mirror to nature--for example, if someone was just shooting a cam-
era or painting a realistic picture outdoors and happened to include a fractal object
(cloud, tree, etc.). This mimesis does not count as mathematical thinking. More
intentional is a stylized representation of nature. If the artist has reduced the nat-
ural image to a structurally analogous collection of more simple elements, she has
created an abstract model. Whether or not such abstractions move toward more
mathematical models is a matter of local preference.
The two examples of African representations of natute we observed in
the previous chapter certainly show that the artisans have gone beyond
mere mimesis. The Mandiack cobra pattern we saw in figure 3.2. shows a strictly
systematic scaling pattern. This textile design conveys the scaling property
of the natural cobra skin pattern-diamonds at many scales— in a stylized or
abstract way. We can take this idea a step further by examining another
Bwami bat sculpture (fig. 4.2). This spiral pattern is also a stylized repre-
sentation of the natural scaling of the bat's wing, but it.is a different geometric
design than the expanding zigzag pattern we saw in figure 3.4c. It is more styl-
FIGURE 4.2
Stylized sculpture of a bat
Another Lega bat sculpture, but unlike the zigzag design
we saw in figure 3 4c, here the scaling of the wing folds is
represented by a spiral.
(By permission of the Museum of African Art, N.Y.)
Intention and invention in design
ized in the sense of being further abstracted from the original natural bat's
wing. This provides further evidence that the sculptors were focused on the
scaling properties--the generalized underlying feature-and not particular con-
crete details.
The greatest danger of this book is that readers might misinterpret its?
meaning in terms of primitivism. The fact that African fractals are rarely the result
of imitating natural forms helps remind us that they are not due to "primitives
living close to nature." But even for those rare cases in which African fractals
are representations of nature, it is clearly a self-conscious abstraction, not a mimetic
reflection. The geometric thinking that goes into these examples may be simple,
but it is quite intentional.
53
The fractal esthetic
Just as we saw how designs based on nature range from unconscious to inten-
tional, artificial designs also vary along a range of intention, with some simply
the result of an intuitive inspiration, and others a more self-conscious applica-
tion of rules or principles. The examples of African fractals in figure 4-3 did not
appear to be related to anything other than the artisan's esthetic intuition or
sense of beauty. As far as i could determine from descriptions in the literature
and my own fieldwork, there were no explicit rules about how to construct these
designs, and no meaning was attached to the particular geometric structure of
the figures other than looking good. In particular, I spent several weeks in
Dakar wandering the streets asking about certain fractal fabric patterns and jew-
elry designs, and the insistence that these patterns were "just for looks" was so
adamant that if someone finally had offered an explanation, I would have
viewed it with suspicion.
Since some professional mathematicians report that their ideas were pure
intuition—a sudden flash of insight, or "Aha!" as Martin Gardner puts it-we
shoukdn't discount the geometric thinking of an artisan who reports "I can't tell
you how I created that, it just came to me." Esthetic patterns clearly qualify as
intentional designs. On the other hand, there isn't much we can shy about the
mathematical ideas behind these patterns; they will have to remain a mystery unless
something more is revealed about their meaning or the artisan's construction tech-
niques, It is worth noting, however, that they do contribute to the fractal design
theme in Africa. Esthetic patterns help inspire practical designs, and vice versa.
Since ancient trade networks were well established, the diffusion of esthetic pat-
terns is probably one part of the explanation for how fractals came to be so wide-
spread across the African continent.
FIGURE 4-3
Esthetic fractals
(a) Meurant (quoted in Reif 1996) reports
that the Mbuti women who created this
fractal design, a bark-cloth painting, told
him the design was not "telling stories,"
nor was it "representing any particular
object." (b) Scaling patterns can be
found in many African decorative designs
that are reported to be "just for beauty."
Upper left, Shoowa Raffta cloth; lower left,
Senegalese tie dye; right, Senegalese
pendant.
(a, courtesy Georges Meruant.b: Upper left,
British Museum; lower left, from Musée Royal
de l'Afrique Central, Belgium; right, photo
courtesy IFAN, Dakar.)
Intention and invention in design
55
FIGURE 4.4
The quincunx fractal
A customer in Touba, Senegal, selects a fractal quincunx pattern for his leather neck bag. The
quincunx is historically important because of its use by early African American "man of science"
Benjamin Banneker.
Of course, there are plenty of African designs that are strictly Euclidean,
but even these can occur in "fractalized" versions. One particularly interesting
example is the quincunx (fig. 4-4). The basic quincunx is a pattern of five squares,
with one at the center and one at each corner. The design is common in Sene-
gal, where it is said to represent the "light of Allah." The quincunx is histori-
cally important because the image was recorded as being of religious significance
to the early African American "man of science" Benjamin Banneker. Since evi-
dence shows that Banneker's grandfather (Bannaka) came from Senegal, the
quincunx is a fascinating possibility for geometry in the African diaspora (see
Eglash 1997c for details). Because of the fractal esthetic, this religious symbol'
is often arranged in a recursive pattern-five squares of five squares as shown
in figure 4.4 in the design for a leather neck bag.
Finally, there are also examples of the fractal esthetic in common house-
hold furnishings. Euro-American furniture is differentiated by form and func-
tion--stools are structured differently from chairs, which are structured
differently from couches. But in African homes one often sees different sizes
of the same shape (fig. 4.5). A similar difference has been noted in cross-cultural
comparisons of housing. Whereas Euro-Americans would never think to have
a governer's mansion shaped like a peasant's shack (or vice versa), precolonial
African architecture typically used the same form at different sizes (as we saw
for the status distinctions in the Ba-ila settlement in chapter 2). It is unfortunate
that this African structural characteristic is typically described in terms of a
lack--as the absence of shape distinctions rather than as the presence of a scal-
ing design theme.
56
Introduction
FIGURE 4.5
The fractal esthetic in household objects
African stools, chairs, and benches are often created in a scaling series.
(Photo courtesy of Africa Place, Inc.)
Conclusion
We now have some guidelines to help determine which fractal designs should count
as mathematics, which should not, and which are in between. Figure 4:6 sum-
marizes this spectrum. Fractals produced by unconscious activity, or as the unin-
tentional by-product from some other purpose, cannot be attributed to indigenous
concepts. But some artistic activities, such as the creation of stylized represen-
Unintentional
Unconscious activity
•urban spraw!
Accidental fractals
•"mirror" portrait of nature
(mimesis; e.g., photography)
Intentional
but implicit
Conscious use of natural scaling
•stylistic abstraction of natural scaling
Esthetic design
• intuitive fractal design theme
FIGURE 4.6
From unconscious accident to explicit design
Intentional
and explicit
Construction techniques
Knowledge systems
Intention and invention in design
tations of nature or purely esthetic designs, do show intentional activity focused
on fractals. Such examples may be restricted in terms of geometric thinking-
the-artisans may only report that the design suddenly came to them in a flash of
intuition -but these are clearly distinguished from those which are unconscious
or accidental. The following chapters will consider examples that are not only
intentional, but also include enough explicit information about design techniques
and knowledge systems to be easily identifable as mathematical practice and ideas.
57
•African
fractal
mathematics
PART
II
CHAPTER
5
Geometric-
-algorithms
— The word "algorithm
derives from the name of an Arab mathematician,
Al-Khwarizmi (с. 780-850 C.E.), whose book Hisab al-jabr w'al-muqabala (Cal-
culation by Restoration and Reduction) also gave us the word "algebra."
Although Al-Khwarizmi focused on numeric procedures for solving equations,
the modern term "algorithm' applies to any formally specified procedure. A geo-
metric algorithin gives explicit instructions for generating a particular set of spa-
tial patterns. We have already seen how iterations of such pattern-generating
procedures can produce fractals on a computer screen; in this chapter we will
examine two indigenous algorithis that also use iteration to produce scaling
designs: the 45-degree- angle constructions of the Mangbetu, and the lusona draw-
ings of the Chokwe.
Geometry in Mangbetu design
The Mangbetu occupy the Uele River area in the northeastern part of the
Democratic Republic of Congo (formally Zaire). Archaeological evidence shows
iron smelting in the area since 2300 B.C.E., but the Mangbetu, coming from drier
lands around present-day Uganda, did not arrive until about xooo c.E. Through
both conflict and cooperation, they exchanged cultural traditions with other
6 x
62
African fractal mathematics
societies of the area: Bantu-speaking peoples such as the Buda, Bua and Lese, and
Ubangian-speaking peoples such as the Azande, Bangba, and Barambo. Around
1800 a number of small chiefdoms were consolidated into the first Mangberu king-
dom. Although it lasted only two generations, a tradition of courtly prestige con-
tinued even in small villages and spread to many of the Mangbetu's trading partners.
This combination of cultural diversity, exchange, and prestige resulted in a
thriving artistic tradition.
A detailed account of Mangbetu history and traditions can be found in
African Reflections: Art from Northeastern Zaire. Schildkrout and Keim (1990) begin
their analysis by showing that the most famous aspect of Mangbetu art, the
"naturalistic look," was actually quite rare in the traditional Mangbetu society
of the nineteenth century. During a research expedition to the Congo in x9x4
(the origin of the photos used here), mammalogist
Herbert Lang became fascinated with lifelike carvings
of human figures, and as word spread that he was pay-
ing high prices for them, more of these carvings were
produced. Other collectors came to buy these pieces, and
eventually the economic rewards for producing natu-
ralistic Mangbetu art became so strong that it replaced
other styles.
Schildkrout and Keim show that originally the
most important esthetic was not naturalism, but abstract
geometric design. The indigenous fascination with arti-
fice and abstraction was ignored by colonizers, and
their preconceptions of Africans as nature-loving
"children of the forest" became a self-fulfilling expec-
tation. But the artifacts and photographic records from
the x914 expedition provide us with excellent examples
of traditional Mangbetu patterns, as well as an oppor-
tunity to infer some of their techniques.
Figure 5.1 shows the decorative end of an ivory
hatpin. Like the architecture and esthetic patterns we
have seen, this is clearly a scaling design, but the pre-
cision of the pattern suggests that there may be a more
FIGURE 5.1
Mangebetu ivory sculpture
(Transparency no. 3935, photograph by Lynton Gardiner, courtesy
American Museum of Natural History.)
Geometric algorithms
formal geometric process at work. Similar design can be seen at work in the Mang-
betu's geometric style of personal adornment. Figure 5.za shows a Mangbetu hair-
style, popular during the time that this carving was,created (about 1914), which
featured a disk angled to the vertical at 4'5 degrees. Men often wore a hat with
the top flattened, forming the same angle, as seen in figure 5 2b. Just as a plane
cuts diagonally through the top of the heads in the ivory sculpture of figure g.1,
real Mangbetu headdresses also terminated in a 45-degree angle.
This was only one part of an elaborate geometric esthetic based on mul-
riples of the 45-degree angle. Figure 5.2b shows an ivory hatpin, ending in a disk
perpendicular to it, inserted perpendicular to the hat. To its right, a small ivory
arrow pinned to the hat points horizontally, thus forming an angle of 135 degrees
with the hatpin. Each part of the ensemble was aligned by a multiple of the
45-degree angle. This adornment style included artificial elongation of the head,
which is clearly visible in the photograph in figure 5.2b. Elongation was accom-
plished by wrapping a cloth band around the head of infants; the woman in
figure 5.za is weaving one of these bands. Head elongation resulted in an angle
of 135 degrees between the back of the head and the neck.
FIGURE 5.2
Geometric design in Mangbetu personal adornment
(a) Mangbetu woman weaving headband. (b) Mangbetu chief.
(a, negative no. 111919, photograph by H. Lang, courtesy American Museum of Natural History;
b, negative no. 224105, photograph by H. Lang, courtesy American Museum of Natural History.)
64
African fractal mathematics
While the Mangbetu geometric conception of the body may have inspired
the 45 degree sangle design theme, those designs were certainly not limire ros pre
mimicry of anatomy. We can clearly see this in their musical instruments.
drum in figure 5-3a, for example, has its upper surface cut at a 45-degree angle
to the vertical. The stringed instrument shown in figure 5. 3b has a resonator that
meets the vertical tuning stem at a 135-degree angle. Even in the case of anthro-
pomorphic designs, the artisans elaborated on the human form in ways that show
b
FIGURE 5•3
Geometric design in Mangbetu musical instruments
(a) Drum. (b) Harp.
(a, negative no. 1 1 1896, photograph by H. Lang, courtesy American Museun of Natural History;
b, couriesy Rietberg Museum Zurich, photograph by Weustein and Kauf.)
Geometric algorithms
creative—and not merely imitative-applications of geometrical thinking.
For example, there is an anthropomorphic decorative motif at the end of the
tuning stem shown in figure 5. 3b, but these human heads are not simply mim-
icking human form. In figure 5.2b we saw that the Mangbetu had a 135-degree
angle between the back of the head and the neck. The carved heads in figure
5.3b have a go-degree angle between the back of the head and the neck. Such
distortions indicate active geometric thinking rather than passive reflection of
natural anatomical angles (which, recalling the artificial head elongation, were
not so natural to begin with).
There are also purely abstract designs that make use of multiples of 45 degrees,
as we see in figure 5.4. Modern Mangbetu report that the creation of a design
reflected the artisan's desire to "make it beautiful and show the intelligence of
¿the creator" (Schildkrout and Keim 1990,
100). This suggests another reason for arti-
sans to achere to angles that are multiples of
45 degrees: if there were no rules to follow,
then it would have been difficult to compare
designs and demonstrate one's ingenuity. By
restricting the permissible angles to a small
set, they were better able to display their
geometric accomplishments:
Combining this 45-degree-angle con-
struction technique with the scaling prop-
erties of the ivory carving in figure 5.1 can
reveal its underlying structure. The carving
has three interesting geomenic features:
first, each head is larger than the one above
it and faces in the opposite direction. Sec-
ond, each head is framed by two lines, one
formed by the jaw and one formed by the
hair; these lines intersect at approximately
Do degrees. Third, there is an asymmetry:
the left side shows a distinct angle about
120 degrees from the vertical.
-
FIGURE 5-4
Mangebetu ivory sculpture
(Transparency no. 3929, photograph by Lynton Gardiner,
courtesy American Museum of Natural History.)
FIGURE 5-5
Geometric analysis of an ivory sculpture
tan 0, =
0, = arctan
3 = 180
FIGURE 5.6
Geometric relations in the Mangbetu iterative squares structure
Since 0, and 0, are the alternate interior angles of a transversal intersecting two parallel lines,
6, = 02.
68
African fractal mathematics
All of these features can be accounted for by the structure shown in fig-
ure 5.5. This sequence of shrinking squares can be constructed by an iterative
process, bisecting one square to create the length of the side for the next
square, as indicated in the diagram. We will never know for certain if this iter-
ative-squares construction was the concept underlying the sculpture's design, but.
it does match the features identified above. In the ivory sculpture, the left side
is about 20 degrees from the vertical. In the iterative-squares structure, the left
side is about 18 degrees from the vertical, as shown in figure 5.6. Here we see
that the construction algorithin can be continued indefinitely, and the result-
ing structure can be applied to a wide variety of math teaching applications, from
(simple procedural construction to trigonometry (Eglash 1998a).
Lusona
The Chokwe people of Angola had a tradition of creating patterns. by drawing
lines called "lusona" in the sand. Gerdes (1991) notes that the lusona sand
drawings show the constraints necessary to define what mathematicians call an
"Eulerian path": the stylus never leaves the surface and no line is retraced. The
lusona also tend to use the same pattern at different scales, that is, successive iter-
ations of a single geometric algorithm. Figure 5.7 shows the first three iterations
of one of the dozens of lusona that were recorded by missionaries during the nine-
teenth century, when the lusona tradition was still intact.
As in the case of the Mangbetu 45-degree constructions, the restriction to
an Eulerian path provides the Chokwe with a means to compare designs within
a single framework, and to show how increasing complexity can be achieved within
these constraints of space and logic. But unlike the competitive basis for com--
parison that the Mangbetu describe, the Chokwe made use of these figures to cre-
ate group identity. The reports indicate that the lusona were used in an age-grade
initiation systern; rituals that allowed each member to achieve the status of
reaching the next, more senior level of identity. By using more complex lusona,
the iterations of social knowledge passed on in the initiation become visualized
by the geometric iterations. In chapter 8 we will see other examples of iterative
scaling patterns in initiation rituals. This tradition of group identity through knowl-
edge of the lusona was also deployed by the Chokwe as a way to deflate the ego
of overconfident European visitors, who found themselves unable to replicate the
lusona of many children.
Conclusion
These two examples, the Mangbetu ivory carving and the lusona drawings, help
us see that. African fractals are not just the result of spontaneous intuition; in some
Geometric algorithms
cases they are created under rule-bound techniques equivalent to Western
mathematics. And their cultural significance makes it clear that all mathe-
matical activity-no matter in which sociery it is found—is produced through
an interaction between the freedom of local human invention and the univer-
sal constraints we discover in space and fogic.
"Path of a hunted bird."
FIGURE 5•7
Lusona
(a) These figures, "lusona," were tradicionally drawn in sand by the Chokwe people of Angola.
Successive iterations of the same algorithm were sometimes used to produce similar patterns of
increasing size. (b) The frst and chird iterations of another lusona algorithm carved into a
wooden box lid.
(a, based on drawings in Gerdes 1995.)
70
African fractal mathematics
Recall that in both examples the role of "constraint" was crucial to the devel-
opment of their scaling geometry. For the Mangbetu's design it was the constraints
of straight-edge construction with angles at multiples of 45 degrees. For the
Chokwe's lusona it was the constraints of an Eulerian path. Büt in each case the
choice of particular objective constraints-deciding which of the infinite laws
of space and logic we are concerned with— was established by and for the social
relations of the community. In the case of the Mangbetu it was artistic compe-
tition, and in the case of the Chokwe it was age-grade identity. In other words;
the invention and discovery components of mathematics are inextricably linked
through social expression.
Philosophic perspectives on the relation of culture and mathematics will
be further discussed in part i1, but to do so we need a fuller portrait of African
fractal geometry. The next chapter will examine African conceptions of the most
fundamental characteristic of fractals: nonlinear scaling.
CHAPTER
Scaling-
- We have already seeri many examples of scaling in African designs. In the settle-
ment architecture of chapter 2, for example, the computer simulations clearly show
that we can think about these patterns in terms of fractal geometry. How do the
African artisans think about scaling? Is it just intuition, or do they use explicit
mathematical practices in thinking about similarity at different sizes? By exam-
ining varieties of designs with different scaling properties, and comparing these
with the artisans' discussions of the patterns, we can gain some insight into scal-
ing as a mathematical concept in African cultures.
Power law scaling in windscreens from the Sahel
The Sahel is a broad band of arid land between the Sahara Desert and the rest
uf sub-Saharan Africa. Since there are few trees and a great deal of millet cul-
tivation, it is not surprising chat artisans use millet stalks to weave fences, walls,
and other constructions. But the consistent use of a nonlinear scaling pattern in
rhese straw screens (fig. 6.za) is a bit odd. Rather than uniform lengths, the rows
of millet straw get shorter and shorter as they go up. In the United States we are
used to the image of "the white picket fence" as a symbol of unchanging, linear
repetition, yet here the fences are distinctly nonlinear. While I was in Mali on
77
b Windscreen under construction
in Mali.
The straw windscreen in Niger.
Step 1: Lay a new
bundle across eight
of the first-layer
bundles.
first-layer
bundles.
FIGURE 6.1
An African windscreen
(a) The diagonal lengchs of chese rows from boccom to top: L = 16 12 8 6 5.5 3 3 2 2
This pattern is quantitatively determined by the African artisans. Here we see how the bundles of
straw are first laid in long diagonal rows, then a row at the opposite angle is interlaced in back of
it. The length of each diagonal row--how high up you go before doing the interlace step-—is
determined by counting a certain number of diagonals to be crossed. In the first layer (c) we go
over eight, then six, then four, then three.
Each bundle is about 2 inches across the diagonal, which is why the lengths go as double the
number of crossings. The odd numbered lengths are created by splitting the bundles in two.
Why do the lengths repeat in pairs as we go toward the top? There is a discrete approximation to
the continuous nonlinear scale that the African artisans follow.
(a, photo by permission of Gardi 1973.)
(figure continues)
Scaling
the outskirts of the capital city of Bamako, i had the opportunity to interview
some of the artisans who create these screens and was provided with a striking
example of indigenous application of the scaling concept.
The artisans began by explaining that in "fertile areas" such as the forests
of the south, the screens are not made with scaling rows but rather with rows of
long, uniform length. This is because the long rows use less straw and take less
time to make. But here in the Sahel, they said, we have strong winds and dust.
The shortest rows are the ones that keep out dust the best, because they are the
tightest weave. But they also take more materials and effort. "We know that the
wind blows stronger as you go up from the ground, so we make the windscreen
to match—that way we only use the straw needed at each level."
The reasoning the artisans reported is equivalent to what an engineer
would call a "cost-beneft" analysis; developing the maximum in function (keep-
ing out dust) for a minimum of cost (effort and materials). My primary interest
here is in showing that the scaling concept in Africa can be much more sophis-
ticated than just an observation, "the same thing in different sizes." The creation
73
h
Assuming decrease in wind
penetration is reciprocal of length:
a =1
(wind engineers:
a = 1/3)
Gradiant wind
Vg = V constant
• .
-0.4
₴ -0.6
• •
- V
Boundary-layer wind
V = V (z)
-1.0
Power law: Vt) = V, (L_)ª
Log (H)
1t0
les)
FIGURE 6.1 (continued)
(d) The relation between wind speed and vertical height as shown in the Wind Engincering
Handbook. (e) The African windscreen makers say that they have scaled the rows of straw to
match the change of wind speed with height. If we assume, just for simplicity, that the decrease in
wind penetration is the reciprocal of the length, then we can get the African estimate for a by
measuring the slope of row length versus height on a log-log graph. This gives a = 1, whereas the
engineers use a = ⅓— not bad for a ballpark estimate.
Note that the graph is in a very straight line, except where the discrete nature of the screen
(the screen makers must count in whole-number units due to the straw bundles) forces an approxi-
mation by repeating the same length twice.
74
African fractal mathematics
of the windscreen as an optimal design required matching the scaling variation
of wind speed versus height to a scaling variation in lengths of straw. By trans-
ferring this concept between two completely, different domains, the artisans
have demonstrated that they understand scaling in the abstract; indeed, the design
essentially plots the relation of wind speed to height on a straw graph.
Although I was concerned only with the overall relation of scaling and
reasoning, I measured the rows just to see how close they came to what a West-
ern engineer would develop for an optimal match with wind speed. If the straw
screen had linear scaling, then each row would decrease in length by the same
amount (e.g., 12 inches, 1o inches, 8 inches, etc.). But the rows decrease less and
less with height; it turns out that the screen design shows a close fit to what is
called a "power law"---that is, it scales according to an exponent (fig. 6.rc).
Figure 6.1b, reprinted from the Wind Engineering Handbook, shows the equation
of wind speed with height most commonly used by engineers-—also a power law.
So the Sahel windscreen is not only a practical application of the abstract scal-
ing concept, it is also a fairly accurate one. Of course, one might object that the
indigenous engineers did not actually set up the algebra and perform the opti-
mizing calculation. But I asked three American mathematicians how they would
set up these equations to determine the optimal design, and all three said the same
thing: "I wouldn't solve it analyticaily, l'd just graph the equations on the com-
puter and see where the functions peaked." Whether we make our graphs on a
computer screen or a straw screen doesn't matter, as long as we get the right answer.
Stretching space in kente cloth
If someone in America were asked to think of an African textile, kente cloth would
be the most likely image. Its combination of strong colors. bold designs, and asso-
ciations with ancient kingdoms of West. Africa has made it a favorite for imports.
But most of the imported kente cloth is created by automated machine, and while
I would fiercely defend it as "authentic," the need for pattern repetition in
automation has eliminated a wonderful scaling transformation that can be seen
in the older patterns created on hand looms (fig. 6.za). The scaling-change is not
just small and large versions of the same thing; rather, it is as if the design was
drawn on a rubber sheet, which was half stretched and half contracted. In
Ghana I traveled to the village of Bonwire, where hand-loom weaving is still prac-
ticed, and asked the artisans there why this scaling transformation was created.
The weavers replied that they think of the compressed version as the orig-
inal pattern, and said they call it "spreading" when they create the stretched ver-
sion. The reason they gave for the spreading pattern can best be understood with
(O,
(6. 1)
(1,4)
(0, 0)
b
(1, 0)
FIGURE 6.2
Kente cloth
(a) In this traditional kente cloth design, stretched and compressed versions of the same pattern
appear. The weavers call this "spreading" the pattern. (b) Why are weavers spreading the pattern?
They say that our eyes give "heavy looks" to the face, and only "light looks" to the rest of the body.
This is what neurobiologists call "saccadic" eye movements. Unlike "tracking" eye movements,
which are concinuous, saccadic movements are discrete and tend to leap about. Since kente cloth
was traditionally worn as a toga over the shoulder, the part near the face was given a compressed
pattern, and the part along the body a stretched pastern, to match the scaling of the saccadic eye
movements. (c) The compression of space is used in mathematics to model scaling patterns, like
char of the saccadic eye movements. Mathematicians call chis a "contractive affine transformation."
African fractal mathematics
the following experiment. Hold your finger in front of your face, and without mov-
ing your head, track the finger with your eyes as you move it slowly across the
visual field. Now try the same thing again, smoothly tracking the visual field, but
without the finger to guide your eyes. You'll find that it can't be done! Your eye
moves involuntarily in little jumps, called "saccadic" movements. When a per-
son comes into your visual field, those same saccadic movements densely cover
the face, and then make a few glances at the body (fig. 6.2b). The weavers in Bon-
wire reported the same idea: "When you see a person you give heavy looks to the
face, and light looks to the body:" They explained that the purpose of the scal.
ing change is to match this visual scaling: the compressed part of the pattern is
the cloth worn over the shoulder, and the stretched part is worn down the 1
length of the body.
The mathematical term for this operation is "contractive affine transfor-
mation" (fig. 6.2c), which can be used for creating fractals through a method called
"iterated function systems" (see Wahl 1995, 156-157). In kente cloth there is
no iteration-the operation is done only once-but it does show active think-
ing about a scaling transformation. As in the case of the windscreen, the weavers
are taking a rather abstract observation about a time-varying quantity and map-
ping this model into a material design.
Logarithmic spirals
In chapter 3 (fig. 3.2) we examined the contrast between nonlinear concentric
circles and linear concentric circles. In the same way, nonlinear spirals are easy
to understand if we contrasi them widi linear spirals (fig. 6.za). The linear spi-
ral, also called an Archemedean spiral in honor of the Greek mathematician who
favored it, is in the shape of a coiled rope or watch spring. Each revolution brings
you out by the same distance (just as each layer in the linear concentric circle
was the same thickness). For that reason, a linear spiral of a finite diameter can
have only a finite number of turns. A nonlinear spiral of finite diameter can have
an infinite number of turns, because even though there is less and less space remain-
ing as one goes toward the center, the distance between each revolution can get
smaller and smaller.
A good example of this nonlinear scaling can be seen in the logarithmic
spiral (fig. 6.3b). Logarithmic spirals are typical structures in two different cat-
egories of natural phenomena. On the one hand, they are found in astonishing
varieties of organic growth. Theodore Cook's The Curve of Life (1914), for
example, shows dozens of logarithinic spirals from every branch of the evolutionary
tree: snail and nautilus shells; the horns of rams and antelope; algae, pinecones,
Scaling
77
FIGURE 6.3
Spirals
(a) In the linear spiral of Archimedes, there is a
constant distance between each revolution
Snly a finite number of turns can fit in thi.
finite space. (b) In the logarithmic spiral, there
is an increasing distance between each
revolution. An infinite number of turns can fi
in this finite space.
г = 0
*= 1.19
and sunflowers; and even anatomical parts of the human ear and heart. Many
researchers have speculated on why this is so; their answer is cypically that liv.
ing systems need to keep the same proportions as they grow, and so a scaling curve
allows the same form to be maintained. I prefer to think of it as recursion: if we
look at the chambered nautilus, for example, we can think of each new cham-
"ber as the next iteration through the same scaling algorithm.
On the other hand, logarithmic spirals are also found in fluid turbulence.
We become aware of this when we watch a hurricane from space, or simply admire
the swirls of water along a riverbank. Explanations for these fluid curves are much
less speculative, since we can write equations for turbulence and show them pro-
ducing logarithmic spirals in computer simulations (as we will see in chapter 7).
But the Euro-American tradition is not the only one interested in simulacra. The
artists of what is now Ghana-particularly those of the Akan society-long ago
abstracted the logarithmic spiral for precisely these two categories. Their sym-s
bols for the life force (hg. 6.4a) are clearly related to the "curves of life," and icons
for Tanu, the river god (fig. 6.4b), show the logarithmic swirls of turbulence.
78
African fractal mathematics
FIGURE 6.4
Logarithmic spirals
(a) Several Chanaian iconic figures, such as this goldweight, link a spiritual force with the
structure of living systems through logarithmic spirals. This example is particularly striking since
it shows how spirals can be combined with bilateral symmetry to create other self-similar shapes
(the large diamond shape created by the meeting of the large spiral arms is repeated on either side
by the small diamond at the meeting of the small spiral arms). (b) This figure, again based on
logarichmic spirals, appears on the temples of Tanu, the river god, and links this spiritual force to
the geometric structure of fluid turbulence.
(a, photo courtesy Doran Ross.)
Again, we need to avoid the assumption that the Ghanaian log spirals are
simply minetic "reflections" of nature, and examine how they. are used and
designed. The Akan and other societies of Ghana created a collection of specific
icons that several researchers have compared to a written language. But rather than
composed of the vast number of symbols we call "words," the Ghanaian symbolic
vocabulary is much smaller, and each symbol refers not to a single word but an
entire social, religious, or philosophical concept. Moreover, in many cases the
structure of the symbol is not arbitrary (as Gregory Bateson said, "There is noth-
ing 'sevenish' about the numeral z"), but rather is shaped so that each icon's geo-
metric structure recalls the concept it represents. In other words, they are not
only abstractions in the sense of being stylized, but also generalizations in the sense
of the designers' intent to find an underlying structure that all examples have in
common. For this reason we can accurately describe the Ghanaian log spiral icons
as geometric models for the phenomena of organic growth and fluid turbulence.
Some aspects of these designs illustrate a conscious reflection on their geo-
metric properties. Figure 6.4a, for example, not only displays the log spiral's Euclid-
-
Scaling
ean symmerry-for we can see how clockwise and counterclockwise spirals com-
pare-but also experiments with other kinds of scaling symmetry: note that the
large diamond shape created by the meeting of the large spiral arms is repeated
on both sides by the small diamond at the meeting of the small spiral arms. Can
this scaling be continued in further iterations? I will leave that question as an
exercise for the readers.
•There are hints that the precolonial Ghanaian designers were headed
toward a quantitative approach in their log spiral designs. Figure 6.5a shows
the sculpture of a water buffalo in which they have inscribed uniform discrete
steps. I don't think this was motivated by numeric measures, but rather the
reverse. By cutting these steps we can clearly gauge the nonlinear nature of the
spiral-the way steps of a constant increment show an increasing amount of
curve generated-and this practice could have led to quantitative measures.
Another move in that direction would generalize such discretized logarithmic
79
FIGURE 6.5
Logarithmic scaling
in Ghanaian designs
(a) Logarichmic scaling can be demonstrated
in a three-dimensional curve by showing
how discrete steps of the same vertical
increment lead to rapidly increasing area.
(b) Overhead view of pyramid-shaped
goldweight. (c) Logarithmic plot of
goldweight triangle lengths.
(a, photo from the Metropolitan Museum of Art.
b, photo courtesy Geurge Arthur, Marshall
University.)
length from base to apex of triangle
( log scale)
4.
3.
2.
1.
step of pyramid
FIGURE 6.6
Adaptive scaling with triangles
(a) Antelope headdress created by the Krumba of Burkina Faso. (b) Mask sold in Accra, Ghana,
based on design used in the Sakara-Bounou religious dances. (c) Representation of the water spirit
created by the Baga of Guinea. (d) Sculpture from the Congo. (e) A Kikuyu wooden shield.
The wood has a nonlinear curve toward the center, and the triangles are scaled to match.
(a, contesy Musée de l'Horme, c, Metropolitan Museum of Are; photo by Elior Elisofon. d, Detroit
Museum of Art. e, British Museum; from Zaslausky 1973.)
Scaling
scaling to forms other than spirals, and that did indeed occur, as we can see in
figure 6.5b, one of the Akan gold weights. A plot of the length of these triangles
(fig. 6.5c) indicates that reasonable accuracy was achieved in this indigenous
logarithmic scaling practice.
Adaptive scaling
So far this chapter has focused on questions of intentionality, precision, and mathe-
matical reasoning in African scaling designs. Adaptive scaling has little mathe-
matical sophistication, but it too is an important part of the African fractal design
theme. By adapting the scale of a pattern to fit various forms, a number of,
esthetic and practical effects can be achieved. These examples fall into two cat-
egories. In conformal mapping, the pattern simply fits along the contours of a con-
crete, preexisting structure. In global mapping, the pattern is distorted by
compression or expansion-as we saw happen along one dimension in kente
cloth-according to a more universal, abstract transformation.
Figure 6.6 shows several examples of conformal mapping on triangles. My
search of the facial markings of antelope of the western Sudan did not turn up
anything like the scaling pattern of figure 6.6a; these triangles are decorative
auditions, sized to fit into the shape of the sculpture. Other examples (fig. 6.6b-e)
show a series of triangles conforming to the scaling contours of a mask, a sin.
nous curve, a carved human figure, and a shield. Figure 6.7a shows conforma!
mapping in the hairstyle Americans call "corn-rowing"; its simulation is shown
in figure 6.7b. The Yoruba name for this style is ipako elede, which means the
nape of the neck of a boar-—because the boar's bristles show a similar nonlinear
scaling: Figure 6.7c shows a hairstyle that combines conformal mapping with
iteration. Adaptive scaling of circles can be seen in the Senegalese textile in
figure 6.7d.
A practical application of conformal mapping appears in figure 6.7e, an
aerial photo of the Nkong-mondo quarter in the city of Edéa in southern
Cameroon, where we see a scaling series of houses. As explained to me by one
member of the neighborhood, Mr. Sosso, the houses were constructed along a nar-
rowing ridge, and the scaling was simply conforming to the natural landscape.
However, the oldest inhabitant of this Bassa neighborhood, Mr. Bellmbock,
told me that the pattern was created because people wanted neighbors of a sim-
ilar economic class next door, so that the range in house size reflected an eco-
nomic gradient, from poorest to wealthiest. Mr. Bellmbock lived in the smallest
house, and Mr. Sosso in the largest, so I would not discount the possibility that
there was an economic scaling as well.
81
Y l
seed shape using one active line
(gray) and two passive lines.
Fractal model for middle Ipako Electe braid.
FIGURE 6.7
Adaptive scaling based on various shapes
(a, b) A Yoruba hairstyle, Ipako Elede, adapts the scaling of the braids to the nonlinear contours of
the head. (c) This hairstyle begins by braiding a small horseshoe shape in the top center, and then
tracing the contour in increasing perimeters-a combination of adaptive scaling and iteration.
(d) Fitting circles between intersecting curves creates a scaling series in this textile design from
Guinea. (e) An aerial photo of the Nkong-mondo quarter in the city of Edéa in southern
Cameroon, where we see a scaling series of houses.
(a, from Sagay 1983. c, from Sagay 1983. d, photo courtesy IFAN, Dakar.)
Scaling
83
+ infinity
- infinity
FIGURE 6.8
Mapping from the plane
to a spherical surface
(a) Mapping bars of infinite
length from the plane to a sphere.
(b) A Yoruba hairstyle, Koroba
("hncker.").
(b, from Sagay 1983.)
b
It is possible to misread these examples of conformal mapping as being the
product of artisans who are strongly guided by concrete forms rather than
abstract thought. But adaptive scaling can also be seen in more abstract
examples: global transformations in which space itself is distorted. This is a com-
mon operation in Western geometry, the most frequent example being a map-
ping between the plane and a sphere (fig. 6.8a). Figure 6.8b shows a hairstyle
that appears to have a planar design mapped onto a spherical surface. Figure 6.9
provides an even more abstract illustration, the inverse of the previous mapping-
now going from spherical to rectangular-and utilizing three dimensions instead
84
African fractal mathematics
of two. In this Chokwe sculpture, the entire human figure is distorted as if its
spherical volume had been mapped to a cubic volume; the resulting nonlinear
scaling is dramatically illustrated by the discrete steps in the headdress. Art his-
torian William Fagg (1955) made a similar suggestion about other African
designs, which he compared to the drawings of natural growth by biologist
D'Arcy Thompson: "I believe that the morphology of African sculpture may be
usefully studied ... by reference to mathematics... For example in certain masks
FIGURE 6.9
Mapping from a spherical volume
to a rectangular volume
(a) Bastin (1992, 68) shows that this Chokwe crown,
the Cipenya-Mutwe, is made up of linear bands in real
life. The nonlinear scaling we see in this sculpture can
be explained as the inverse of the transformation we saw
in figure 6.8a. Rather than shrinking as we move from
che center to the margins, the inverse mapping causes
expansion from center to margins. This is not only the
inverse of the previous mapping, but also operates on
three-dimensional volume rather than surface. Similar
transformations are used in neuroscience to model the
ways that tactile receptors are mapped from body to
b
brain, since there is a much greater density of sensory
neurons at the extremes. (b) The reason for this transformation is to invoke the impression of
power and stability (Chanda 1993). The meaning has nothing in particular to do with geometric
mapping, other than achieving the desired effect, but it is interesting to note that the transfor-
mation is uniformly applied to all external areas, even to the extent of deforming the forehead.
(a, courtesy Jacques Kerchache and Museum of Mankind, London. b, courtesy Musern of the Philadelphia
Civic Center.)
Scaling
for the Gelde society the natural... physiognomy is "blown up,' so to speak, in
a way which could be plotted on a set of flaring exponential coordinates."
(1917, 43).
Conclusion
The examples of scaling designs in this chapter vary greatly in purpose, pattern,
and method. While it is not difficult to invent explanations based on unconscious
social forces for example, the flexibility in conforming designs to material sur-
faces as expressions of social flexibility—1 do not think that any such explana-
tion can account for this diversity. From optimization engineering, to modeling
organic life, to mapping between different spatial structures, African artisans have
developed a wide range of tools, rechniques, and design practices based on the
conscious application of scaling geometry. In the next chapter, we will see that
African numeric systems also share many fractal characteristics.
85
CHAPTER
7
-Numeric
"systems
- So far we have focused on geometric structures rather than numeric systems. The
only exception was in the windscreen, where the nonlinear scaling was created
by counting a specific sequence of diagonal straw rows. But there are many
other instances in which the African approach to fractal geometry makes use of
numbers.
Nonlinear additive series in Africa
The counting numbers (1,2,3 ...) can be thought of as a kind of iteration, but
only in the most trivial way. ' It is true that we could produce the counting num-
bers from a recursive loop, that is, a function in which the output at one stage
becomes the input for the next: X,+, = X, + 1. But this is a strictly linear series,
increasing by the same amount each time-the numeric equivalent of what we
saw in the linear concentric circle and linear spiral. Addition can, however, pro-
duce nonlinear series,? and there are at least two examples of nonlinear additive
series in African cultures. The triangular numbers (1,3,6,10,15 ...) are used in
a game called "tarumbeta" in east Africa (Zaslavsky 1973, 131). Figure 7.1 shows
how these numbers are derived from the shape of triangles of increasing size, and
how the numeric series can be created hy a recursive loop. As in the case of cer-
86
Numeric systems
number
of stones:
number
of iterations:
10
15
2
3
4
5
A game called "tarumbera" in East Africa makes use of che triangular numbers, starting with 3
(3, 6, 10, 15 ... ). In chis game, one player calls out a count as he removes stones consecutively,
left to right and bottom to top, while the other player, with his back turned, must signal whenever
the first stone in a row has been removed.
The stones in each triangular array can be built up in an iterative fashion, that is, the next
riangle can be created by adding another layer to any side of the previous triangle. The number to
se added in each additional layer is simply the number of iterations. For each iteration i, and tota
number of stones N, we have:
Ni+s = N; + i (starting with No = 0)
• 1 = 0 + 1 (a trivial array, not used in the game)
•. 3 = 1 + 2
*6=3+3
In other words, the next number will be given
by the last number plus the iteration count:
10 = 6 + 4
• Next
.
15 - 10 + 5
Neurrent
Increase count
of iterations by :
FIGURE 7.1
The triangular numbers in an East African game
tain formal age-grade initiation practices (see chapters 5 and 8), the simple
versions are used by smaller children, and the higher iterations are picked up with
increasing age. While there is no indication of a formal relationship in this instance,
there is still an underlying parallel berween the iterative concept of aging com-
mon to many African cultures— each individual passing through multiple turns
of the "life cycle"-and the iterative nature of the triangular number series.
Another nonlinear additive series was found in archaeological evidence from
North Africa. Badawy (1965) noted what appears to be use of the Fibonacci series
in the layout of the temples of ancient Egypt. Using a slightly different approach,
The Fibonacci series
(1, 1, 2, 3, 5, 8, 13 ... ) was
found by Badawy (1965)
in his study of the layout
of the temples of Egypt.
His analysis was quite
complex, but it is:not
difficult to create a simple
visualization. Here we see
the series in the successive
chambers of the temple of
Karnak.
The Fibonacci series is
produced by adding the
previous number to the
current number to get the
next number, starting with
1 + 1 = 2. For each iteration
i, the number N in the series
is given by:
Ni+! = N; + Ni-s
that is,
Nnext = Ncurtent + Nprevious
l+1=
1
2
2
3
2
3
5
3
5
5
+8
• 13
Gray rectangles added
for measurement &
N
next
Nprevious
13
Neurrent
FIGURE 7.2
The Fibonacci series in ancient Egypt
Numeric systems
I found a visually distinct example of this series in the successive chambers of
the remple of Karnak, as shown in figure 7.2a. Figure 7.2b shows how these num-
bers can be generated using a recursive loop. This formal scaling plan may have
beer derived from the nonnumeric versions of scaling architecture we see
throughout Africa. An ancient set of balance weights, apparently used in Egypt,
Syria, and Palestine circa 1200 B.C.e., also appear to employ a Fibonacci sequence :
(Petruso 1985). This is a particularly interesting use, since one of the striking
mathematical properties of the series is that one can create any positive integer
through addition of selected members— a property that makes it ideal for appli-
cation to balance measurements (Hoggatt 1969, 76). There is no evidence that
ancient Greek mathematicians knew of the Fibonacci series. There was use of
the Fibonacci series in Minoan design, but Preziosi (1968) cités evidence indi-
cating that it could haye been brought from Egypt by Minoan architectural
workers employed at Kahun.
89
Doubling series in Africa
Some accounts report that Africans use a "primitive" number system in which
they count by multiples of two. It is true that many cases of African arithmetic
are based on multiples of two, but as we will see, base-2 systems are not crude
artifacts from a forgorten past. They have surprising mathematical significance,
not only in relation to African fractals, but to the Western history of mathematics
and computing as well.
The presence of doubling as a cultural theme occurs in many different African
societies and in many different social domains, connecting the sacredness of twins,
'spirit coubies, and double vision with material objects, such as the biacksmith's
twin bellows and the double iron hoe given in bridewealth (fig. 7•3). Figure 7.4a
shows the Ishango bone, which is around 8,000 years old and appears to show a
doubling sequence. Doubling is fundamental to many of the counting systems of
Africa in modern times as well. It is common, for example, to have the word for
i an even number 2N mean "N plus N" (e.g., the number 8 in the Shambaa lan-
guage of Tanzania is "ne na ne," literally "four and four"). A similar doubling takes
place for the precisely articulated system of number hand gestures (fig. 7.4b), for
example, "four" represented by two groups of two fingers, and "eight" by two groups
of four. Petitto (1982) found that doubling was used in multiplication and
division techniques in West Africa (fig. 7-4c). Gillings (1972) détails the per-
sistent use of powers of two in ancient Egyptian mathematics as well, and
Zaslavsky (1973) shows archaeological evidence suggesting that ancient Egypt's
use of base-2 calculations derived from the use of base-2 in sub-Saharan Africa.
90
African fractal mathematics
Doubling practices were also used by African descendants in the Ameri-
cas. Benjamin Banneker, for example, made unusual use of doubling in his cal-
culations, which may have derived from the teachings of his African Tather and
grandfather (Eglash 1997c). Gates (1988) examined the cultural significance of
doubling in West African religions such as vodun and its transfer to "voodoo"
in the Americas. In the religion of Shango, for example, the vodun god of thun-
der and lightning is represented by a double-bladed axe (fig. 7.5a), used hy
Shango devotees in the new world as well (R. Thompson 1983). Figure 7.gh shows
C
FIGURE 7•3
Doubling in African social practices
(a) This figure is used by women in Ghana to encourage the
birth of twins. (b) A double iron hoe is sometimes used as part
of the bride price ceremony. (c) The double bellows of the
blacksmith. (d) Double vision; a common theme in several
African spiritual practices, often implying that one can see
both the material world and the spirit world.
(b, Marc and Evelyn Bernheim from Rapho Guillonette; courtesy
of Uganda Nacional Museum, c, photo courtesy IFAN, Dakar.
d, fron Berjonneau and Sonnery 1987.)
Numeric systems
91
(a) The Ishango bone, estimated to be over 8,000 years old, shows
what appears to be use of doubling: 3 + 3 = 6, 4 + 4 = 8,10 = 5 + 5.
b
(b) Even numbers are
typically represented by
doubling in the precisely
articulated system of
African hand gestures.
(e) Doubling was traditionally used by cailors in West Africa when doing large mental
multiplications; it is essentially based on what we would call factoring.
For example, 3 x 273 ("3 taken 273 times") would be calculated by successively
doubling 3 (6, 12, 24...) while keeping crack of the counterpart in powers of two (2, 4,8...).
When the next power of two would overshoot 273, he then has to memorize the number
reached so far through doublings of 3 (268), while subtracting the power of two that was
reached (273 - 256 = 17). Then he starts again, doubling 3, and keeping track of the powers
of rwo. When the next power of two would overshoot 17, he again memorizes the number
reached through doublings of 3 (48) and subtracts the power of two (17 - 16 = 1). Since one
is luft over, he just needs to add an additional 3. The answer is then given by the sum of the
underlined terms: 768 + 48 + 3 = 819.
Despite the complexity of the method, the cailors were quite fast at performing these silent
mental operations.
FIGURE 7.4
Doubling in African arithmetic
(a mel b, from From Zaslawsky 1973-)
the use of a doubling sequence in the structure of a Shango temple and in reli-
gious ceremonies (ritual choreography aligning two priests, four children,
eight legs). A curator at the Musée Ethnographique in Porto Novo, Benin, who
specialized in Shango explained to me that these doubling structures were used
because the god of lightning required a portrait of the forked structure of a light-
ning bolt. The model is particularly interesting in that the lengths of each iter-
ation are shortened, so that one could have infinite doublings in a finite
(a) Shango, the god of
lightning, is part of the vodun
religion of Benin and was one
of the important components
in the creation of the voodoo
religion in the New World.
Here we see the double-bladed
"thunder axe," with another
double blade within each side.
b
(b) Shango temple and initiation. Here we see
the doubling sequence carried out further,
using the bilateral symmetry of the human body
itself in the last iteration. This is used to symbolize
the bifurcating pattern of the lightning bolt.
FIGURE 7.5
Doubling in the religion of Shango
fa, courtesy IFAN, Dakar. b: hoch center photos, courtesy IFAN, Dakar; lower right, courtesy Dave
Crowley, www.stornguy.com.)
Numeric systems
space-a true fractal. The self-similar structure of lightning has been a favorite
example for fractal geometry texts (see Mandelbrot 1977). The doubling
sequence used to model the fractal structure of lightning in Shango would not
give an accurate value for the empirical fractal dimension--real lightning rends
to branch much more than doubling allows for—but it's enough to know that the
vodun representation offers a testable quantitative.model.
The most mathematically significant aspect of doubling in African reli-
gion occurs in the divination ("fortunetelling") rechniques of vodun and its reli-
gious relatives (Eglash 1997b). The famous Ifa divination system (fig. 7.6) is based
on tossing pairs of flat shells or seeds split in two. Each lands open-side or closed-
side (like "heads or tails" in a coin toss). They are connected by a doubled chain
to make four pairs. Each group of four pairs gives one of the 16 divination sym-
bols, which tell the future of the diviner's client. The lfa system is what a
mathematician would call "stochastic," that is, it operates by pure chance. But
a closely related divination system, Cedena, has a nonstochastic element—-it is
closer to what mathematicians call "deterministic chaos."
My introduction to cedena, or sand divination, took place in Dakar, Sene-
gal, where the local islamic culture credits the Bamana (also known as Bambara)
with a potent pagan mysticism. Almost all diviners had some kind of physical
deformity-"the price paid for their power."3 One diviner seemed quite willing
to teach me about the system, suggesting that it "would be just like school." The
first few sessions went smoothly, with the diviner showing me a symbolic code
in which each symbol, represented by a set of four vertical dashed lines drawn
in the sand, stood for some archetypical concept (travel, desire, health, etc.) with
which he assembled narratives about the future. But when I finally asked how
he derived the symbols in particulat, the meaning of some of the patterns
drawn prior to the symbol writing—they all laughed at me and shook their
heads. "That's the secret!" My offers of increasingly high payments were met
with disinterest. Finally, I tried to explain the social significance of cross-cultural
mathematics. I happened to have a copy of Linda Garcia's Fractal Explorer with
me and began by showing a graph of the Cantor set, explaining its recursive con-
struction. The head diviner, with an expression of excitement, suddenly stopped
me, snapped the book shut, and said "show him what he wants!"
As it turns out, the recursive construction.of.the.Cantor set was just the
right thing to show, because the Bamana divination is also based on recursion
^ (fig. 77). The divination begins with four horizontal dashed lines, drawn rapidly,
so that there is some random variation in the number of dashes in each. The dashes
are then connected in pairs, such that each of the four lines is left with either
one single dash (in the case of an odd number) or no dashes (all pairs, the case
93
One open, one closed: 0 + 1 = odd
One closed, the other closed: 1 + 1 = even
One open, one closed: 0 + 1 = odd
One open, the other open: 0 + 0 = even
C
FIGURE 7.6
Binary codes in divination
(a) This Nigerian priest is telling the future by Ifa divination, in which pairs of flät shells or seeds
split in two are tossed with each landing open-side or closed-side. They are connected by a doubled
chain to make four pairs, giving a total of tó divination symbols. In this version of Ifa (used in the
Abigba region of Nigeria) they use two doubled chains and consider the cast more accurate if there
is a correlation between the two sets. (b) Here we see a chain using split seeds. Each half lands
either "closed" (meaning we see the rounded outside) or "open" (meaning we see the interior).
By using open to represent 0 (double lines), and closed to represent 1 (single line), we can see how
the divination symbol is obtained. (c) The divination chain is interpreted as pairs summing to odd
(one stroke) or even (two strokes).
(a, photo by E. M. McClelland, courtesy Royal Anthropological Institute.)
Is
sled
he
ere
.OW
Numeric systems.
of an even number). The narrative symbol is then constructed as a column of four
vertical marks, with double vertical lines representing an even number of dashes
and single lines representing an odd number. At this point the system is similar
to the famous Ifa divination: there are two possible marks in four positions, so
16 possible symbols. Unlike Ifa, however, the random symbol production is
repeated four times rather than two. The difference is quite significant. Each of
the Ifa symbol pairs are interpreted as one of 256 possible Odu, or verses. The
Ifa diviner must memorize the Odu; hence, four symbols would be too cumber-
some (65,536 possible verses). But the Bamana divination does not require any
verse memorization; as we will see, its use of recursion allows for verse self-assembly.
As in the additive sequences we examined, the divination code is gener-
ared by an iterative loop in which the ourput of the operation is used as the input
for the next stage. In this case, the operation is addition modulo 2 ("mod 2" for
short), which simply gives the remainder after division by two. This is the same
even/odd distinction used in the parity bit operation that checks for errors on
contemporary computer systems. There is nothing particularly complex about
mod 2; in fact, I was quite disappointed at first because its reapplication
destroyed the potential for a binary placeholder representation in the Bamana
divination. Rather than interpret each position in the column as having some
meaning (as would our binary number torr, which means one x, one 2, zero 4s,
and one 8), the diviners reapplied mod 2 to each row of the first two symbols
and to each row of the last two. The results were then assembled into two new
symbols, and mod 2 was applied again to generate a third symbol. Another four
symbols were created by reading the rows of the original four as columns, and
mod 2 was again recursively applied to generate another three symbols.
The use of an iterative loop, passing outputs of an operation back_as
inputs for the next stage, was a shock to me; I was at least as taken aback by the
sand symbols as the diviners had been by the Cantor set. It would be naive to
claim that this was somehow a leap outside of our cultural barriers and power
differences—in fact, that's just the sort of pretension that the last two decades
of reflexive anthropology has been dedicated against-but it would aiso be
ethnocentric to rule out those aspects that would be attributed to mathematical
collaboration elsewhere in the world: the mutual delight in two recursion
fanatics discovering each other. And the appearance of the symbols laid out in
two groups of seven-the Rosicrucian's mystic number-added some numer-
ological icing on the cake.
The following day I found that the presentation had not been complete:
an additional two symbols were left out. These were also generared by mod 2 recur-
sion using the two bottom symbols to create a fiftèenth, and using that last
95
96
African fractal mathematics
symbol with the first symbol to create a sixteenth (bringing the total depth of
recursion to five iterations). The fifteenth symbol is called "this world," and the
sixteenth is "the next world," so there was good reason to separate them from
the others. The final part of the system— creating a narrative fröm the symbols—
was still unclear, but I was assured that it could be learned if I carefully followed
their instructions. I was to give seven coins to seven lepers, place a kola nut on
a
-
--
-
=-=-
11
→
→
(e) After this, the original four
are read sideways to create four
more symbols, and the entire
process is repeated, producing
another group of seven. In the
final step, the first and last from
each group öf seven are paired off
to generate the final two symbols.
d
f
$
Numeric systems
a pile of sand next to my bed at night, and in the morning bring a white cock,
which would have to be sacrificed to compensate for the harmful energy released
in the telling of the secret. I followed all the instructions, and the next morn-
ing bought a large white cock at the marker. They held the chicken over the div-
ination sand, and I was told to eat the bitter kola nut as they marked divination
symbols on its feet with an ink pen. A little sand was thrown in its mouth, and
then i was told to hold it down as prayers were chanted. There was no action on
the part of the diviner; the chicken simply died in my hands.
While still a bit shaken by the chicken's demise (as well as experiencing
a respectable buzz from the kola nut), I was told the remaining mystery. Each sym-
bol has a "house" in which it belongs-for example, the position of the sixteenth
symbol is "the next world" —but in any given divination most symbols will not
be located in their own house. Thus the sixteenth symbol generated might be
"desire," so we would have desire in the house of the next world, and so on. Obvi-
ously this still leaves room for creative narration on the part of the diviner, but
the beauty of the system is that no verses need to be memorized or books con-
sulted; the system creates its own complex variety.
The most elegant part of the method is that it requires only four random
drawings; after that the entire symbolic array is quickly self-generated. Self-
generated variety is important in modern computing, where it is called "pseudo-
random number generation" (fig. 7.8). These algorithms take little memory,
but can generate very long lists of what appear to be random numbers,
although the list will eventually start over again (this length is called the
"period" of the algorithm). Although the Bamana only require an additional
12 symbols to be generated in this fashion, a maximum-length pseudorandomi
number generator using their initial four symbols will produce 65:535 symbols
before it begins to repeat.
A similar system for self-generated variety was developed as a model for
the "chaos" of nonlinear dynamics by Marston Morse (1892-1977). Before the
19705, mathematicians had assumed that, besides a few esoteric exceptions (the
algorithms for producing irrational numbers such as Va), the output of an equa-
tion would eventually start repeating. That assumption was partly based on
European cultural ideas about free will:-complex behavior could not be the
result of predetermined systems (see Porter 1986). It was not until the redost?os
that mathematicians realized that even simple, common equations describing things
like population growth or fluid flow could result in what they called "determin-
istic chaos"-- an output that never repeats, giving the appearance of random num-
bers from a nonrandom (deterministic) equation. Morse developed the minimal
case for such behavior.
97
98
African fractal mathematics
1
1
1
1
mod 2
1111
0111
0011
0001
1000
0100
0010
1001
0110
1100
0110
101-1
0101
1010
1101
1110
CLK
Din
Ca
74LS95
Q6
FIGURE 7.8
Pseudorandom number generation
from shift register circuits
(a) If we think of the two-strokes as zero and
single stroke as one, the Bamana divination
system is almost identical to the process of
pseudorandom number generation used by digital
circuits called "shift registers." Here the circuit
cakes mod 2 of the last two bits in the register
and places the result in the first position. The
other bits are shifted to the right, with the last
discarded
This four-bit shift register will only produce
15 binary words before the cycle starts over, but
the period of the cycle increases with more bits
(2" - 1). For the entire 16 bits (four symbols of
four bits each) that begin the Bamana
divination, 65,535 binary words can be produced
before repeating the cycle.
(b) Electrical circuit representation of a four-bit
shift register combined with exclusive-or to
perform the mod 2 operation. While school-
teachers are making increasing use of African
culture, in the mathematics classroom, few have
explored the potential applications to
technology education.
The construction of the Morse sequence begins by counting from zero in
binary notation: ooo, oor, 010, 011 .... It then takes the sum of the digits in
each number- 0 + 0 + 0 = 0,0.+,0 + 1 = 1, etc.- and finally mod 2 of each
sum. The result is a sequence with many recursive properties, but of endless
variety. Morse did the same "misreading" of the binary number as did the
/ Bamana-although he did not have an anthropologist scowling at him for
ignoring place value—-and he did it for the same reason: combined with the
mod 2 operation, it maximizes variety.
In my reading of divination literature l eventually came across the dupli-
cate of the Bamana technique 5,000 miles to the east in Malagasy sikidy (Suss-
man and Sussman 1977), which inspired a study of the history of its diffusion.
The strong similarity of both symbolic technique and semantic categories to what
Europeans termed "geomancy" was first noted by Flacourt (r66r), but it was not
until Trautmann (1939) that a serious claim was made for a common source for
this Arabic, European, West African, and East African divination technique. The
commonality was confrmed in a detailed formal analysis by Jaulin (1966). But
where did it originate?
1
Numeric systems
Skinner (1980) provides a well-documented history of the diffusion evidence,
from the first specific written record—a ninth-century Jewish commentary by Aran
ben Joseph—-to its modern use in Aleister Crowley's Liber 777. The oldest Ara-
bic documents (those of az-Zanti in the thirteenth century) claim the origin of
geomancy (ilm al-raml, "the science of sand") through the Egyptian god Idris (Her-
mes Trismegistus); while we need not take that as anything more than a claim
to antiquity, a Nilotic influence is not unreasonable. Budge (1961) attempts to
connect the use of sand in ancient Egyptian rituals to African geomancy, but it
is hard to see this as unique. Mathematically, however, geomancy is strikingly out /
of place in non-African systems.
Like other linguistic codes, number bases tend to have an extremely long
historical persistence. Even under Platonic rationalism, the ancient Greeks held
10 to be the most sacred of all numbers; the Kabbalah's Ayin Sof emanates by
10 Sefirot, and the Christian West counts on its "Hindu-Arabic" decimal nota-
tion. In Africa, on the other hand, base-2 calculation was ubiquitous, even for
multiplication and division. And it is here that we find the cultural connotations
of doubling that ground the divination practice in its religious significance.
The implications of this trajectory-from sub-Saharan Africa to North Africa
to Europe-- are quite significant for the history of mathematics. Following the
introduction of geomancy to Europe by Hugo of Santalla in twelfth-century Spain,
it was taken up with great interest by the pre-science mystics of those times—
alchemists, hermeticists, and Rosicrucians (fig. 7.9). But these European geo-
mancers-Raymond Lull, Robert Fludd, de Peruchio, Henry de Pisis, and
others-persistently replaced the deterministic aspects of the system with chance.
By mounting the 16 figures on a wheel and spinning it, they maintained their
society's exclusion of any connections between decerminism and unpredictabil-
ity. The Africans, on the other hand, seem to have emphasized such connections.
In chapter so we will explore one source of this difference: the African concept
of a "trickster" god, one who is both deterministic and unpredictable.
On a video recording I made of the Bamana divination, I noticed that the
practitioners had used a shortcut method in some demonstrations (chis may
have been a parting gift, as the video was shot on my last day). As they first taught
me, when they count off the pairs of random dashes, they link them by drawing
short curves. The shortcut method then links those curves with. larger curves, and
those below with even larger curves. This upside-down Cantor set shows that
they are not simply applying mod & again and again in a mindless fashion. The
self-similar physical structure of the shortcut method vividly illustrates a recur-
sive process, and as a nontraditional invention (there is no record of iss use else-
where) it shows active mathematical practice. Other African divination practices
99
100
African fractal mathematics
Mine to nee
SANTO 10.n01
00
DO
00
00
0000
8
00
00
lic.
пит стабии!
соcоc00s
0
fer pator optucou vir
ture tell.
00
nice cirs tutaber falli
Poser ambar fili
That more up
PRILM TIM LUMAR 1LL
o rt muta fur omat
• my muta,
00
00
00
05
0000
00.00
00
Coco
0000
tubarbita contaci
nrains. lude matt
va intuna trutter mu
FIGURE 7•9
Geomancy
African divination was caken up under the name "geomancy" by European mystics. This chart was
drawn for King Richard n in 1391.
(From Skinner 1980.)
can be linked to recursion as well; for example Devisch (1991) describes the Yaka
diviners' "self-generative" initiation and uterine symbolism.
Before leaving divination, there is one more important connection to mathe-
matical history. While Raymond Luil, like other European alchemists, created
wheels with sixteen divination figures, his primary interest was in the combi-
natorial possibilities offered by base-a divisions. Lull's work was closely exam-
ined by German mathematician Gottfried Leibniz, whose Dissertatio de arte
combinatoria, published in 1666 when he was twenty, acknowledges Lull's work
as a precursor. Further exploration led Leibniz to introduce a base-z counting
system, creating what we now call the binary code. While there were many other
1S
Numeric systems
influences in the lives of Lull and Leibniz, it is not far-fetched to see a histor-
ical path for base-a calculation that begins with African divination, runs
through the geomancy of European alchemists, and is finally translated into binary
calculation, where it is.now applied inevery digital circuit from alarm clocks
to supercomputers.
In a 1995 interview in Wired magazine, techno-pop musician Brian Eno
claimed that the problem with computers is that "they don't have enough African
in them." Eno was, no doubt, trying to be complimentary, saying that there is
some intuitive quality that is a valuable attribute of African culture. But in doing
so he obscured the cultural origins of digital computing and did an injustice
to the very concept he was trying to convey.
LOI
Discrete self-organization in Owari
Figure 7.10a shows a board game that is played throughout Africa in many dif-
ferent versions variously termed ayo, bao, giuthi, lela, mancala, omweso, owari, rei,
and songo (among many other names). Boards that were cut into stones, some
of extreme antiquity, have been found from Zimbabwe to Ethiopia (see Zaslavsky
1973, fig. 11-6). The game is played by scooping pebble or seed counters from
one cup, and placing one of those counters into each cup, starting with the cup
to the right of the scoop. The goal is to have the last counter land in a cup that
has only one or two counters already in it, which allows the player to capture
these counters. In the Ghanaian game of owari, players are known for utilizing
a series of moves they call a "marching group." They note that if the number
of counters in a series of cups each decreases by one (e.g., 4-3-2-1), the entire
pattern can be replicated with a right shift by scooping from the largest cup, and
that if the pattern is left uninterrupted it can propagate in this way as far as needed
for a winning move (fig. 7.1ob). As simple as it seems, this concept of a self-
replicating pattern is at the heart of some sophisticated mathematical concepts.
John von Neumann, who played a pivotal role in the development of
the modern digital computer, was also a founder of the mathematical theory
of self-organizing systems. Initially, von Neumann's theory was to be based on
self-reproducing physical robots. Why work on a theory of self-reproducing
machines? I believe the answer can be found in von Neumann's social out-
look. Heims's (1984) biography emphasizes how the disorder of von Neumann's
precarious youth as a Hungarian Jew was reflected in his adult efforts to impose
a strict máthematical order on various aspects of the world. In von Neumann's
application of game theory to social science, for example, Heims writes that his
"Hobbesian" assumptions were "conditioned by the harsh political realities of
I02
African fractal mathematics
b
FIGURE 7.10
Owari
(a) The owari board has 12 cups, plus one cup on each side for captured counters. This board is
hinged in the center, with a beautifully carved cover (see fig. 7.14). (b) Scoop from the first cup,
and plant one counter in each succeeding cup. (c) The Marching Group is replicated with a
right-shift. Repeated application will allow it to propagate around the board.
his Hungarian existence." His enthusiasm for the use of nuclear weapons against
the Soviet Union is also attributed to this experience.
During the Hixon Symposium (von Neumann 1951) he was asked if com-
puting machines could be built such that they could repair themselves if "dam-
aged in air raids," and he replied that "there is no doubt that one can design
machines which, under suitable circumstances, will repair themselves." His
work on nuclear radiation tolerance for the Atomic Energy Commission in
1954-1955 included biological effects as well as machine operation. Putting
these facts together, I cannot escape the creepy conclusion that von Neumann's
interest in self-reproducing automata originated in fantasies about having a
more perfect mechanical progeny survive the nuclear purging of organic life
on this planet.
Models for physical robots turned out to be too complex, and at the sug-
gestion of his colleague Stanislaw Ulam, von Neumann settled for a graphic ab-
straction: "cellular automaga," as they came to be called. In this model (fg. 7.11a),
each square in a grid is said to be either alive or dead (that is, in one of two pos-
sible states). The iterative rules for changing the state of any one square are based
In the cellular automaton called "the game of life," each cell in the grid is in one
of two states: live or dead. Here we see a live cell in the center, surrounded by dead
cells in its eighe nearest neighbors. The state of each celt in the next iteration is
determined by a set of rules. In "classic" life (the rules first proposed by John Horton
Conway), a dead cell becomes a live celf'if it has three live nearest neighbors, and a
cell dies unless it has two or three live neighbors.
-191-191-18
This initial condition produces a fixed pattern after four iterations. The patterns occurring before
it settles down to stability are called the "transienc."
This stable pattern flips back and forth between these
two states. This is called a "period-z" partern.
→
A period 4-pattern. Periods of any lengch can be produced, as we saw in the previous examples
of psendorandom number generation. Dererministic chaos, in which thie pattern never repears
(i.c., a period-inónity pattern, like che Morse sequence), is also possible.
Iteration 49
Iteration 133
Iteration 182
A constant-growth pattern, shown in high resolution, looks similar to the cross-section of an
internal organ. The rules: a dead cell becomes a live cell if ir has three live nearest neighbors, and
a cell dies only if it has seven or eight live neighbors.
FIGURE 7.11
Cellular automata
104
African fractal mathematics
on the eight nearest neighbors (e.g., if three or more nearest-neighbors are full,
the cell becomes full in the next iteration). At first, researchers carried out on
these cellular automata experiments on checkered tablecloths with poker chips
and dozens of human heipers (Mayer-Kress, pers. comm.), but by 1970 it had been
developed into a simple computer program (Conway's "game of life"), which was
described by Martin Gardner in his famous "Mathematical Games" column in
Scientific American. The "game of life" story was an instant hit, and computer screens
all over the world began to pulsate with a bizarre array of patterns (fg. 7.1 1b).
As these activities drew increasing professional attention, a wide range of mathe-
matically oriented scientists began to realize that the spontaneous emergence
of self-sustaining patterns created in certain cellular automata were excellent
models for-the kinds of self-organizing patterns that had been se elusive in stud-
ies of fluid flow and biological growth
Since scaling structures are one of the hallmarks of both fluid turbulence
and biological growth, the occurrence of fractal patterns in cellular automata
attracted a great deal of interest. But a more simple scaling structure, the log-
arithmic spiral (fig. 7.x2), has garnered much of the attention. Even back in the
19,5os mathematician Alan Turing, whose theory of computation provided von
Neumann with the inspiration for the first digital computer, began his research
on "biological.morphogenesis" with an analysis of logarithmic spirals in growth
patterns. Markus (199x) notes that the application areas for cellular automata
models of spiral waves include nerve axons, the retina, the surface of fertilized
eggs, the cerebral cortex, heart tissue, and aggregating slime molds. In the rext
for cAlAB, the first comprehensive software for experimenting with cellular
automata, mathematician Rudy Rucker (1989, 168) refers to systems that pro-
duce paired log spirals as "Zhabotinsky CAs," after the chemist who first observed
such self-organizing patterns in artificial media: "When you look at Zhabotin-
sky CAs, you are seeing very striking three dimensional structures; things like
paired vortex sheets in the surface of a river below a dam, the scroll pair stretch-
ing all the way down to the river bottom. ... In three dimensions, a Zhabotin-
sky reaction would be like two paired nautilus shells, facing each other with their
lips blending. The successive layers of such a growing pattern would build up very
like a fetus!"
Figure 7.13 shows how the owari marching-group system can be used as a !
one-dimensional cellular automaton to demonstrate many of the dynamic phe-
nomena produced on two-dimensional systems. Earlier we noted that the
Akan and other Ghanaian societies had a remarkable precolonial use of loga-
rithmic spirals in iconic representations for living systems. The Ghanaian four-
fold spiral (fig. 6.4a) and the four-armed computer graphic in figure 7.y2b are
(a) Paired spirals emerge from a three-state cellular ayromation. Black cells are live, white cells are dead,
and gray cells öre in a refractory or "ghost" state. The rules: Any dead nearest neighbors of a live cell
become live in the next iteration, and any live cell goes into the ghost state in the next iteration. The
refractory layer acts as a memory, providing the directed growth (i.e., the breaking of symmetry) needed
co create a spical pactern.
(b) This four-armed logarithmic spiral from Markus (1991) was produced by a
six-state cellular automacon in which a sequence of ghost states corresponds
to increasingly dark shades of gray. The system makes use of a very high-
resolution grid as well as some random noise to prevent the tendency for
the patterns to follow the grid shape (as in the square contours of the spiral
above). Compare with the Ghanaian fourfold spiral in figure 6.4a.
y",
• Bivalve shell.
(From Haeckel 1904.)
Mushroom cut in half.
North African sheep
(From Cook 1914.)
(c) Paired logarithmic spirals often occur in natural growth forms.
12
) Recursive line replacement, as we sav for other fractal generations, can also produce such paired spirals.
FIGURE 7.12
Spirals in cellular automata
We can view the owari board as a one-dimensional cellular automaton. One
dimension is not necessarily a disadvantage; in fact, most of the professional
mathematics on cellular automata (see Wolfram 1984, 1986) have been done on
one-dimensional versions, because it is easier to keep track of the results. They can
show all the dynamics of two dimensions.
The patterns noted by traditional owari players offer a great deal of insight into
self-organizing behavior. Their cbservation of a class of self-propagating patterns,
the "marching group," provides an excellent starting point.
3
4
- 13 iterations -_
4
3
2
3421→532→43111→4222→3331→442→5311→42211-3322->433-4411->4552→33211→4321
The marching group is an example of a constant pattern. Here we see counters in
the initial sequence 342} converge on their marching formation simply by repeating
the "scoop from the left cup" rule through 13 iterations.
Just as we saw in two-dimensional cellular automata, transients of many different
lengths can be produced. Transients of maximum length are used as an endgame tactic
by indigenous Ghanaian players, who call it "slow motion"-accumulating pieces on
your side to prevent your opponent from capturing them. In nonlinear dynamics, the,
constant pattern is called a "point attractor," and the transients would be said to lie
in the "basin of attraction."
The marching group rule can also produce periodic behavior (a "limit cycle" or
"periodic attractor" in nonlinear dynamics cerms). Here is a period-3 system using
only four counters:
21) >22→31→>235
Which leads to marching groups, and which ones lead to periodic cycles?
Total number
of counters
The numbers which lead to marching groups--
1, 3, 6, 10, 15 ... — should look familiar to readers:
t's the triangular numbers we saw in tarumbeta
"he period of cycles in between each marchin
group is given by one plus the iteracion level of the
previous triangular number reached.
2
3
(Note: Some sequences will be truncated for
13, 14, and 15 since there are more counters
than holes.)
6
7
8
9
10
11
12
13
14
15
Behavior
(afrer transients)
Marching
Period 2
Marching
Period 3
Period 3
Marching
P'eriod 4
• Period 4
• Perised 4
Marching
Period 5
• Period 5
Period s
Period s
Marching
FIGURE 7.13
Owari as one-dimensional cellular automaton
Numeric systems
quite distant in terms of the rechnologies that produced them, but there may
well be some subtle connections between the two. Since cellular automata
model the emergence of such patterns in modern scientific studies of living sys-
tems, and certain Ghanaian log spiralicons were also intended as generalized
models for organic growth, it is not unreasonable to consider the possibility that
the self-organizing dynamics obseryable in owari were also linked to concepts
of biological morphogenesis in traditional Ghanaian knowledge systems.
Rattray's classic volume on the Asante culture of Ghana includes a chap-
ter on owari, but unfortunately it only covers the rules and strategies of the game.
Recently Kof Agudoawu (1991) of Ghana has written a booklet on owari "ded-
icated to Africans who are engaged in the formidable task of reclaiming their her-
itage," and he does note its association with reproduction: wari in the Ghanaian
language Twi means "he/she marries." Herskovits (1930), noting that the "awari"
I07
FIGURE 7.14
Logarithmic curves and owari
The cover of the hinged owari board
we saw in bgure 7.10 shows concentric
circles emanating from the Adinkra
icon for the power of god, "Gye
Nyame." A similar icon; without the
logarithmic curves, is attributed to a
closed fist as a symbol of power. The
Gye Nyame symbol thus appears to be
a pair of logarichmic curves held in a
fist: God holding the power of life.
recurrion
108
African fractal mathematics
game played by the descendants of African slaves in the New World had retained
some of the precolonial cultural associations from Africa, reports that awari had
a distinct "sacred character" to it, particularly involving the carving of the
board. Owari boards with carvings of logarithmic spirals (fig»7.x4) can be com-
monly found in Ghana today, suggesting that Western scientists may not be the
only ones who developed an association between discrete self-organizing patterns
and biological reproduction. It is a bit vindictive, but I can't help but enjoy the
thought of von Neumann, apostle of a mechanistic New World Order that
would wipe out the irrational cacophony of living systems, spinning in his grave
every time we watch a cellular automaton-whether in pixels or owari cups—
bring forth chaos in the games of life.
Conclusion
Both tarumbeta and owari's marching:group dynamics are governed by the tri-
angular numbers. There is nothing special about the triangular number series--
similar nonlinear growth properties can be found in the numbers that form
successively larger rectangles, pentagons, or other shapes. Nor is there anything
special about the powers of two we found in divination-similar aperiodic prop-
erties can be produced by applications of mod 3, mod 4, etc. What is special is
the underlying concept of recursion— the ways in which a kind of mathematical.
feedback loop can generate new structures in space and new dynamics in time.
In the next chapter, we will see how this underlying process is found in both prac-
tical applications and abstract symbolics of African cultures.
CHAPTER
Recursion
- Recursion is the motor of fractal geometry; it is here that the basic transfor-
mations- whether numeric or spatial- are spun into whole cloch, and the pat-
terns that emerge often tell the story of their whirling birth. We will begin by
defining three types of recursion. ' While it is possible to categorize the examples
in this chapter solely on the basis of these three types, it is more illuminating
to combine the analysis with cultural categories. It is in examining the inter-
action between the two that the use of fractal geometry as a knowledge system,
and not just unconscious social dynamics, becomes evident. The cultural cat-
egories begin with the concrete instances of recursive construction techniques
and gradually move toward the abstractions of recursion as symbolized in
African iconography.
Three types of recursion
The least powerful of the three is cascade recursion, in which there is a pre-(1
determined sequence of similar processes. For example, there is a children's
story in which a man buys a Christmas tree, but discovers it is too tall for his
ceiling and cuts off the top. His dogs find the discarded top, and put it in their
doghouse, but they too discover it is too tall, and cut off the top. Finally the
109
IIO
African fractal mathematics
mice drag this tiny top into their hole, where it fits just fine—the recursion
"bottoms out." Note that these were all independent transformations; it is only
by coincidence, so to speak, that they happened to be the same. Figure 8.1a shows
the numeric version of cascade recursion, in which we divide a number by two
in each part of the sequence. This is not a very powerful type of recursion, for
two reasons. First, it requires that we know how many transformations we want
ahead of time- and that is not always possible. if the mouse was in charge, he
would have said "just keep dividing until it's small enough to fit in my .hole."
Second, we have to know what transformation to make ahead of time, and that
is not always possible, either. Recall, for example, the generation of the
Fibonacci series we saw in chapter 7 (fig. 8.1b). Although the generation is just
using addition, it cannot be created by a recursive cascade, because the
amount to be added in each transformation changes in relation to previous
results. Generating the Fibonacci series requires a feedback loop or, as mache-
maticians call it, iteration.
N)
In iteration, there is only one transformation process, but each time the
process creates an output, it uses this result as the input for the next iteration,
as we've seen in generating fractals. A particularly important variety of itera-
tion is "nesting," which makes use of loops within loops. Hofstadter (1980,
103-129) nicely illustrates nesting with a story in which one of the characters
starts to tell a story, and within that story a character starts to read a passage from
a book. But at that point the recursion "bottoms out": the book passage gets
finished and we start to, ascend back up the stories. Nested loops are very
common in computer programming, and we can illustrate this with a program
for drawing the architecture.of.Mekoulek. (fig. 8.ic).we examined.in.chapter.2
The Ba-ila architecture we saw in chapter 2 can also be simulated this way, using
one loop for the rings-within-rings, and another for the front-back scaling
gradient that makes up each of those rings. In chapter 6 the first corn-row hair-
style (ipako elede) showed braiding as an iterative loop; the second corn-row
example added another iterative loop of successive perimeters of braids? 1 is
common for computer programs to do such nesting several layers deep, and keep-
ing track of all those loops within loops can be quite a chore..
The third type of recursion is "self-reference." We are all familiar with the
way that symbols or icons can refer to something: the stars and stripes flag refers
to America, the skull-and-cross-bones label refers to poison, the group of let-
ters c-a-t refers to an animal. But it's also possible for a symbol to refer to itself.
Kellogg's cornflakes, for example, once came in a box that featured a picture of
a family sitting down to breakfast. In this picture you could see that the family
had a box of Kellogg's cornflakes on their hreakfast table, and you could see that
Recursion
III
this box showed the same picture of the family, with the same box on their table,
and so on to infinity (or at least to as small as the Kellogg company's artisans
could draw).
Self-reference is best known for its rale in logical paradox. If, for example,
you were to accuse someone of lying, it would be an ordinary statement. But sup-
pose you accuse yourself of lying? This is the paradox of Epimenides of Crete, who
declared that "all Cretans are liars." If he's telling the truth, he must be lying,
but if he's lying, then he's telling the truth. The role of self-reference in logical
input
8
X
2
4
X
2
2
output
* 1
2
Nprevious
Nnext
Neurrens
WHILE e-count < 4 do:
• draw enclosure
WHILE g-Count < 12 do:
• draw granery
• rocate toward center
• shrink granery size
• increase g-count by 1
END of g-count's loop
• resec g-count to 0
• rotare coward center
• shrink enclosure size
• increase e-count by 1
END of e-count's loop.
FIGURE 8.1
Recursive cascade versus iteration
(a) A recursive cascade, in which the same transformation (division by two) happens to be used
in each part of a sequence. This requires knowing how many times the transformatin should
happen ahead of time. It also requires that the transformation is independent of previous results.
(b) The Fibonacci sequence is produced by adding the previous number to the current number to
ger the next number, starting with 1 + 1 = 2. In the Fibonacci sequence we add a different amount
in each iteration--we could not know how much each transformation should add ahead of time,
so a recursive cascade would not do the job. (c) In some cases it is necessary to put an iterative
kop inside another iterative loop ("nesting"). Here is an example of nesting in a compurer
program for drawing the architecture of Mokoulck we examined in chapter 2. It is written in what
programmers call "pseudocode," a mixture of a programming language and ordinary English. The
hrst koop draws three large enclosures, and the inner loop draws 12 graneries inside each enclosure.
Variable "e-count" tracks the number of enclosures, and g-count tracks the number of graneries."
I12
African fractal mathematics
paradox has been important for mathematical theory, but it has also been put to
practical use in computer programming. Most programming has little routines called
"procedures," and often a procedure will need to call other procedures. In self-
referential programming the procedure calls itself.
Practical fractals: recursion in construction techniques
In his discussion of the metal-working techniques of Africa, Denis Williams gives
a poetic description of recursive cascade in the edan brass sculptures of the
Yoruba: "The image proliferates like lights in a bubble: one edan bears in its lap
another, smaller version of itself, which bears in turn a smaller in its lap, and this
bears another in its lap, etc.— a sort of sculptural relay race" (1974, 245). While
the edan sculptures are unique to the Yoruba, recursive construction techniques
are quite common in Africa. For example, Williams goes on to note that much
African metalwork, unlike European investment casting, uses a "spiral technique"
to build up structures from single strands (whether before casting, as in the lost
wax technique,' or afterwards as wire), resulting in "helical coils formed from
smaller helical coils." A wig made from metal wires (fig. 8.2a) shows a similar
iterative construction using coils made of coils. In chapter 6 we saw some
examples of African hair styles in which either adaptation to contours or
abstract spatial transformation resulted in a scaling pattern. The fractal braids
shown in figure 8.2b have nothing to do with the shape of the head; they are
rather the result of successive iterations that combine strands of hair into
braids, braids into braids of braids, and so on. Figure 8.2c shows another wig,
this one for a sculpture, that features braids of many scales.
This collection of sculpture, metalwork, and hairstyling sounds like a
motley assortment, but once we start looking for recursion we see a close rela-
tion: all examples used a single transformation-stacking, braiding, coiling-
that was applied several times. Looking at the felation between the basie
transformation and its final outcome can help us distinguish among different types
of recursion. The braiding pattern of figure 8.2b, for example, is based on iter-
ation, because the way each stage is braided depends on the braids produced in
previous stages; they are braids of braids. The braids in figure 8.2c, on the
other hand, are of different scales simply because each stage uses different
amounts of single-hair strands—a cascade of predetermined transformations.
Similarly, the coils of coils indicate iteration, because the output of one stage
becomes the input for the next.
Recursive construction techniques are also used for the decorative
designs of African artisans. In our discussion of the fractal esthetic in chap
Recursion
ter 4, we examined decorative patterns which did not provide evidence for a
formal geometric method. That doesn't mean no formal method could possibly
exist; it's just that none could be readily discerned from the design itself, and
the artisans did not report anything beyond intuition or esthetic taste. But there
are some designs that do indicate an explicit recursive technique from the pat-
tern itself. Figure 8.2e shows a Mauritanian textile with two such scaling pat-
terns. Intentional application of iteration as a construction technique is
indicated by the way the X fractal's seed shape is shown on either side, and
by having iteration carried out on two completely different seed shapes in the
same piece: The triangle fractal (close to what mathematicians call the "Sier-
pinski gasket") is also found in Mauritanian stonework (fig. 8.2f). A three-
dimensional version from Ghana (fig. 8.2h) may have been inspired by these
designs.
Both of the above are examples of additive construction, as we saw in the
Koch curve of chapter 1, but subtractive iterations, as we saw for the Cantor
set, are also found in African decorative fractals (fig. 8.2i). Carving designs
include applications of iterative construction, particularly for calabash deco-
rations (fig. 8.2l). A geometric algorithm for producing nonlinear scaling
through folding was invented by the Yoruba artisans who produced the adire
cloth of figure 8.2n. It is not merely a metaphor to refer to a specified series
of folds as algorithmic; in fact, one of the classic fractals, the "dragon curve,"
was discovered in 196o when physicist John Heighway experimented with
iterative paper folding (Gardner 1967). The adire cloth also-shows the appli-
cation of reflection symmetry at every-scale from single-stitch rows, which are
reflected on either side of the fold edges, to the entire fabric, which is created
by the joining of two mirror image cloths.
So far we have only discussed the technical method employed, but of course
cultural meaning is often atcached.to.these techniques as well. Recursive hair-
styles, for example, embed layers of social labor with each iteration, a way to
invest physical adornment with social meaning (such as friendship between styl-
ist and stylee). Figure 8. 3a shows a Fulani wedding blanket, in which spiritual
energy is embedded in the pattern through its iterative construction! Prestige)
can also be associated with increasing iterations, as we find for brass casting
and beadwork in the grassland areas of Cameroon (fig. 8.3b,c). The scaling iter-
ations in one of the brass sculptures (fig. 8.3d) was reported to be symbolic as
well: it showed three generations of royalty. But kinship groups are nor just
static entities; they change across time, and in the following two sections we
will see that African representations of such temporal processes often involve
recursion.
II3
d
FIGURE 8.2
Recursive construction techniques
(a) Coils of coils are used to create this metal wig from Senegal. (b) A scaling cascade of fra
a mask from the Dan societies of Liberia and Côte d'Ivoire. (c) Iterative braiding in this hain
from Yaounde, Cameroon, la tresse de fil, can be simulated by fractal graphics. (d) Three iter
of the tresse de fil simulation.
(b, from Barbier-Mueller 1988.)
(figure
h
FIGURE 8.2 (continued)
Iterative construction
in Mauritanian decoration
(e) Recursive construction with triangles and
X-shapes in Tuareg leatherwork. The X-shape
is related to the quincunx discussed in chapter 4.
(f) Designs using several iterations of triangles
can also be found in Mauritanian stonework.
(g) The use of triangies in this nomadic
architecture from Mauritania may be one
reason for the popularity of the design. Unlike
rectangles, triangles can create a rigid frame
using fexible joints-—an important feature in
a landscape where long poles are scarce and
lashing is the most common joinery. (h) A single
iteration of a three-dimensional version of the
recursive triangle construction, created by Akan
artists in Ghana.
(e, from Jefferson 1973; fand g, photos courtesy
IFAN, Dakar; h, from Phillips 1995. fig 5.103.)
(figure continues)
II6
African fractal mathematics
FIGURE 8.2 (continued)
Scaling pattern from subtractive iteration
(i) A Fante woman posing in front of a painted studio backdrop, Cape Coast, Ghana, 1860.
(f) The Fante pattern can be thought of as two iterations of scaling subtraction (that is, erasing).
Strips are erased from an ail-black background. Where the thick strips intersect, we get large
squares, and where the rhin strips intersect we get small squares.
(i, photo from the National Museum of African Art, Smithsonían Institution:)
• (figure continu
Representing recursion as a process in time: part I, luck and age
A simple example of African representation for recursion as a time-varying process
is shown in figure 8.4, where we see three designs that depict wishes for catches
of everlarger fish. Since the experience of bad luck or good luck in fishing can
occur on a daily basis, it is easy to see how a big fish could become an icon for
good luck. But in these designs the artisans take the concept a step further. Good
fortune is not in terns of a singular chance event, as one sees in the mychs of
the Native American trickster. The wish is for an iterative process- that each
fish is to be successively larger than the last one.
While these good luck icons are often a more informal part of cultural prac-
- tice, other recursive processes are taken much more seriously. Anthropologists
Seed shape, with active
lines in gray.
Fourth iteration.
Fourth iteration enlarged, with adaptive scaling
(mapping from a sphere to a plane) applied to
march the adaptive scaling of the calabash design.
FIGURE 8.2 (continued)
Iteration in carvings
(k) The Bakuba of Zaire created several carvings that feature a self-similar design. This Bakuba
kindlen bottle makes use of hexagons of hexagons as well as adaptive scaling as it narrows into the
nock. (1) Chappel (1977) records a wide variety of calabash designs, many with scaling actributés.
This is probably the best example of iterative construction in these carvings. The design
simulation not only requires recursion but adapcive scaling as well. (m) Seed Shape and fourth
iteration; fourth iteration enlarged, with adaptive scaling applied.
|k, courtsy Musée Royal de l'Afrique Central, Belgium.)
(figure continues)
FIGURE 8.2 (continued)
Adire cloth: scaling from iterative folding
(n) This Yoruba adire cloth is actually two separate pieces attached along the horizontal midline.
The dye pattern is created by sewing along folds before dye is applied and then removing the
threads so that the white lines are left where the dye did not penetrate. (o) The folding method is
based on reflection symmetry across a diagonal. It is easiest to understand by making a paper model.
The adire artisans have not only
developed an algorithm for generating
this nonlinear scaling series, but have
done so in a way that maximizes efficient
production: all folds fall along the same
two edges, so only two edges need be
sewn. Your paper model can imitate this
effect by running a heavy felt marker
along the two edges, so that the ink
bleeds through all the layers (you can
cheat by inking each fold as you unfold
it). Note that the white lines in the adire
are triple--this, too, is created by a
reflection symmetry, sewing next to the
fold to create the two outer lines (one on
each side of the fold), and sewing right
on the edge of the fold to create the
center line.
n
(n, photo from Picton and Mack 1979.)
First, cut out a paper rectangle with width twice the height,
and fold it in half, making a square.
Second, fold the square along i
diagonal, making a triangle.
Third.
mark points
at ½ and ¼ of
the enter siles
of the triangle.
These points can he
determined by folding, if
one wishes to maintain the
origami equivalent of compass anci
straight-edge construction, but doing
it by eyehall works just fine.
Fourth, fold from the corners on
opposite sides along the line hetween
the ½ and ¼ marks.
Finally, foll in the sma
overlapping corner on
sicle.
--
ach
FIGURE 8.3
Making meaning
through iterative
construction
(a) This Fulani
wedding blanket from
Mali is based on
diamonds that scale
from either side as
we move toward the
center; a pattern that is
easily simulated using a
fractal (see diagram)?*
The weavers who
created it report that
spiritual energy is
d
woven into the pattern,
and that each successive iteration shows an increase in
this energy. Releasing rhis spiritual energy is dangerous,
and if the weavers were to stop in the middle they would
risk death. The engaged couple must bring the weaver
food and kola nuts to keep him awake until it is finished.
(b) The prestige bronze of Foumban, Cameroon, often
makes use of self-similar iterations. (c) Prestige is also
symbolized by the labor and artistry required to produce
the many iterations of bead pattens for this elephant
mask. (d) According to Salefou Mbetukom, the leading
castor of Foumban, this sculpture shows the succession of
kings in the royal family.
(c, from agence Hoa-Qui.)
120
African fractal mathematics
have always been interested in the contrast between the elaborate political and
economic hierarchy of European societies and the relatively "classless" (some-
times even rulerless) structure of many precolonial African societies If it is not
political and economic structure that governs their society, then what does?
One part of the answer is age. All human cultures differentiate between chil-
FIGURE 8.4
If wishes were fishes
(a) Scaling scales: this Bamana tattoo,
created with henna, is said to represent the
scales of fish. It is good luck, signifying ever-
larger fish catches. (b) This is an "abbia," a
carved gambling chip from Cameroon.
Given the high stakes of the game, it could
be a more aggressive symbolism chan just
luck, e.g., "just as you have swallowed others,
I will swallow you." Other chips appear to
carry the iteration out several more levels,
although they are less recognizable as fish (c).
(d) This print with four iterations of fish is
from northern Ghana. It was reported to be
a fertility symbol.
(d, photo courtesy of Traci Roberts and
Ann Campbell.)
Recursion
dren, adults, and elders, but in many African societies the divisions are much
more elaborate and structured. In these age-grade systems, all community mem-
bers born within a given number of years will move together through a series
of ritual initiations. In chapter 5 we saw, one example in which these initiation
stages appeared to be accompanied by an iterative scaling geometry, the lusona.
Figure 8.5a shows another geometric visualization of age-grade initiation: a hexag-
onal mask created by the Bassari of the Senegambian and Guinea-Bissau region.
Although the mask is only a linear-concentric scaling of hexagons, and thus
not a fractal, it does suggest an iterative process, and we might well suspect a link
between stages in age-grade and stages in iteration. The initiation process is a
closely guarded secret, so it is not simply a matter of asking Bassari experts, but
during my visit with the Bassari in 19941 found that the meaning of other
mathematical patterns in Bassari culture can be used to make some educated guesses
about the meaning of the mask. Despite the extensive migrations from the vil-
lages to cities (Nolan 1986), there is still strong participation in the age groups
and transition rituals. The "forest spirit" Annakudi, for example, seems to be
undaunted by the city of Tambacounda, where a local age group hosted him at
a well-attended dance during my stay. Indeed, I found the stereotype of traditional
elders and irreverent youths to be somewhat reversed (which was explained to
121
FIGURE 8.5
Scaling hexagons in a Bassari mask
(a) The Bassari initiation masks frequently feature scaling hexagons in she center. This appears to
be a linear scaling. (b) One of the Bassari elders demonstrates the traditional string talleys, with
knots in groups of six.
la, phoco from agence Hoa-Qui/Michel Renaudeau.)
I22
African fractal mathematics
me as an effect of the strong hierarchy of secret knowledge: the youth are often
more wary about breaking taboos because they are less certain about boundaries
and consequences). This is not to say that there is any overt presence of fear. In
fact, it is the positive aspects of the secrets that are stressed, as became obvious
when elders gleefully refused my questions while emphasizing the wonderful
nature of the information they could not divulge.
The number six is a prominant feature of Bassari mathematics in many
areas of their life. They have a popular game, for example, played with pebbles
on a sand pattern, which makes use of two axes with six holes in each line. In
their traditional calendar there are six months per year, each of 3o (6 x 5) days,
with an initiation about every 12 (6 X 2) years (to a total of nine initiations).
Each of these rites of passage involves a lengthy education in a new level of
traditional knowledge. The most important is the passage to adulthood, which
lasts for six days. In addition to these time measures, the number six also appears
in the Bassari counting system. String tallies, traditionally used for recording
various counts, often used knots grouped by six. The Bassari elder who demon-
strated these tallies to me (fig. 8.gb) told me that he did not know much about
traditional forms of calculation, bur he did know that in precolonial times it was
performed by specialists who were trained in the memorization of sums. This prac-
tice may explain the origins of the famous African American calculating
prodigy, Thomas Fuller. In 1724, at the age of 14, he was captured-quite
possibly from the geographic areas that included the BassariS—-and sold into
slavery in Virginia, where he astonished both popular and professional audiences
with his extraordinary calculating feats (Fauvel and Gerdes 1990).
Finally, there is the Bassari divination system. Although the cast shells are
interpreted by images rather than any numeric reading, they are cast six times.
Each cast provides the answer to a specific question (or verification of a previ-
ous question) relevant to the client's problem; the final sixth cast shows the prob-
lem as a whole. If we compare this divination to the initiation system, the
number six can be seen as a marker for information clusters, a punctuation
point which, like the tally system, allows the distinctions that maintain a com-
prehensive structure. And like the initiation, each cycle of six provides an
expanding view of the whole. Thus it seeins likely that the scaling hexagons of
the initiation mask represent this six-stage iteration of knowledge.
Nonlinear scaling iterations can also be found in African initiation masks.
Figure 8.Ga shows a Bakwele mask in which both size and curvature have a non-
linear increase with each stage. My guess--] have not found any cultural
descriptions that can confirm this— is that it suggests "to open your eyes" as a
metaphor of knowledge, and thus maps the scaling iterations of the mask to iter-
Recursion
ations of knowledge gained in initiation stages. Figure 8.6b shows a Bembe mask
used in the first of a three-stage initiation for a voluntary association, the
bruami (Biebuyck 1973). Before the ceremony, the mask is hidden behind a screen,
and during the ritual the screen is gradually lifted by a high-ranking senior mem-
ber. Both the relation between the number of eyes in the mask and the number
of stages in initiation, as well as this method of visually exposing the pattern
as a sequence, again suggest intentional use of a scaling geometric design to rep-
resent scaling iterations of knowledge.
123
FIGURE 8.6
Ô, photo courtesy Gene Isaacson; b, courtesy Musée de l'Homme.)
124
African fractal mathematics
Representing recursion as a process in time: part II, kinship and descent
If age-grade systems are one part of the standard anthropological explanation
for how "classless" societies are structured, kinship is the other.° Kinship sys-
tems are primarily based on genetic ties ("blood relations") and marriage,
although most societies also have "fictive" kin (e.g, adoption) which are just
as real-kinship is a cultural phenomenon. Descent is also culturally based. Most
Western European and American societies think of descent as biological, but
that is because most of them have bilateral descent, in which both parents
are used to establish kinship. Unilineal descent, where a kin group traces their
lineage through one sex only, is actually more common (in about 6o percent of
the world's cultures). A "Clany is a unilineal kinship group whose members report
that they are descended from a common distant ancestor, often a mythological
figure.¡Claus often have important religious and political functions, although
they are typically spread out across many villages and usually prohibit marriage
between.clan.members.
We have already seen how the Bamana use recursion to generate a binary
code in their divination; here we will look at their representation of descent as
recursion. The antelope figure in Bamana iconography is associated with both
human and agricultural fertility. In the chi wara association, which is open to
both men and women, the antelope appears in a striking headdress (fig. 8.7a),
which represents the recursion of reproduction: mother and child. When seeing
one headdress individually, the scaling seems trivial, but with several examples
together the extraordinary insistence on self-similarity becomes apparent. This
icon acts as the seed transformation in an iterative loop: the child becomes a
mother, who häs a child, who becomes a mother, and so on. Figure 8.7b shows
the descent carried to a third iteration.
In chapter 2 we saw several examples in which descent was tied to scal-
ing architecture. The Batammaliba, who live in the northern parts of Ghana,
Benin, and Togo, have developed an elaborate system for this relationship
(Blier 1987). Figure 8.8 shows a diagram of their two-story house, based on the
circle of circles found ir: much of the West African interior. In front of the house
lies the first of two scaling transformations. It is the "soul mound," a circle of
cylinders representing the spirits of those currently living in the house and
physically structured like a scaled-down version of the house architecture. As
the current family gives way to a new generation, the soul mound undergoes a
second transformation in which it is divided into a single cylinder and is
moved inside. A scaling sequence of these single cylinders-one for each gen-
eration- can be seen wrapped around the central tower inside the house.
a
FIGURE 8.7
Recursion and reproduction in Bamana sculpture
(a) The chi wara figure, used in ritual dances for agricultural fertility, shows a striking self-similarity:
alhough the fgures vary widely, each one is similar to itself. This can be attributed to the Bamana
View of reproduction as cyclic iterations. (b) Here the cycle is carried out to three iterations.
(a: upper left, from the de Hevenon Collection, Museum of African Art, Smithsonian Institution; upper
Tohr, courtesy Musée de l'Homme; loser, from Carnegie Institute 1970. b, courtesy Musée de l'Homme.)
I 26
African fractal mathematics
FIGURE 8.8
Recursion in Batammaliba architecture
(a) Diagram of the Batammaliba two-story house. In
front of the house lies the "soul mound," representing
the spirits of those currently living in the house.
(b) inside the house, single mounds representing
ancestors are found in the scaling arrays, with the size of
the ancestral mounds increasing from youngest to oldest.
Here only one such array is shown, but typically there
are several in the same houschokl.
(a, from Blier 1987.)
Blier's diagram indicates that the size of the ancestral mounds increases from
youngest to oldest, and she notes that this reflects the Batammaliba's idea of a
spiritual power in proportion to age. So far it would appear that there are only
two scaling cascades-one to shrink houses to soul mounds, and another to
divide soul mounds into cylinder rows--and no iterative loop. But if the largest
mound represents the oldest, then recent mounds would be increasingly
threatened by vanishing scale. How would the first descendant have known how
large to make the first mound? Blier notes that many of the symbolic features
of the architecture are replastered with additional layers of wet clay on ritual
occasions, and we can surmise that this applies to the ancestral mounds as
well. Thus an iterative loop, in which each new ancestor adds power to the older
ones by increasing their mound's size, would be at work in the scaling sequence
we see accumulating around the central tower.
Ricision
The Mirsogho society of Gabon includes several religious associations that
(are housed in the same temple (ebanda). Figure 8. ga shows the central post of.
an ebandza featuring scaling pairs of human figures. As in the chi wara figure, there
is only one iteration; the significance lies in this figure as the seed transformation
for a recursive process. The use of a cross shape may be due to Christian influence,
but rhe bilareral scaling is quite indigenous, as we see in the classic Bakwele sculp-
ture (fig. 8.gb) elsewhere in Gabon. Most important, the ebandza post provides
a visualization for the iterative concept of descent that is widely used in this cul-
cure area. This is beautifully described by Fernandez (1982) in a detailed ethnog-
raphy of the Mitsogho's neighbors and cultural relatives, the Fang.
Although the Fang are patrilineal, they believe that the active principle
of birth--a tiny human (what was called a "homunculus" in early European med-
ical theory)—is contained in the female blood. The idea of the new existing within
the old, and vice versa, is a strong cultural theme. For example, in one ritual the
mother places a newborn child on the back of her oldest sibling to symbolize
continuiry of the lineage. Fernandez (1982, 254) notes that the rebirth con-
cept is so strong that "Fang fathers often called their infant sons ata, the
familiar form of father." In many of the Fang and Mitsogo religious practices,
the spirit is explicitly described as traveling a vertical cyclic path. Ancestors
rise from the earth to become born again, and by proper living they can rise
higher with each rebirth.
These cyclic iterations are visualized in the Nganga dance of the Bwiti
religion (fig. 8.0c). Even in Christian-animist syncretism, biblical characters
are reinterpreted as cyclic rebirths: the African gods Zame and Nyingian
become Adam and Eve, who become Cain and Abel (understood as male and
female), who become Christ and the Virgin Mary. Fernandez notes that these
cycles are not mere repetition, but rather iterative transformations: "The
spiritual-fraternal relation of Zame and his sister is converted into the carnal
relation of Adam and Eve which degenerates into the materialistic and divisive
relation of Cain and Abel which then is regenerated as the immaculate and
filial relationship of Mary and Jesus" (p. 339). According to Fernandez, these
degeneration/ regeneration differences are visualized as horizontal versus
vertical,? which could explain the alternation in the ebandza posts. In apply-
ing this cyclic conception to the ebandza structure (fig. 8.gdl), we can see the
descent model in its full fractal expansion.
The Tabwa, who occupy the eastern section of the Democratic Republic
of Congo (Zaire), have also developed several geometric figures to serve as mod-
els for their conceptions of kinship and descent. Maurer and Roberts (3987, 25)
explain that in the Tabwa origin story, an aardvark's winding tunnel results in
727
FIGURE 8.9
Recursive kinship in Gabon
(a) The central post of the ebandza temple in western Gabon suggests an iterative descent
concept. This is actually a museum reproduction. (b) Bakwele masks from eastern Gabon show
similar bilateral scaling.
(a, from Perrois 1986; b: left, from Perrois 1986; right, Metropolitan Museum of Art; from Zaslavsky
1973 .)
(figure continues)
les)
Recursion
I29
FIGURE 8.9 (continued)
Recursive descent in Gabon
(c) In many of the Fang-and Mitsogo religious practices, the
spirit is explicity described as traveling a vertical cyclic path.
Ancestors rise from the earth to be born again, and by proper
living they can rise higher with each rebirth. These cyclic
iterations are visualized in the Nganga dance of the Bwiti
religion. (d) We can apply the explicit mapping of cyclic
generations given by the Nganga dance to the iterative posts of
the ebandza temple and see the descent model in its full fractal
expansion. The implication of infinite regress is discussed in
chapter 9.
(c, from Fernandez 1982.)
Nganga dance
a "bottomless spring" from which emerges the first human, Kyomba, whose
descendants spread in all directions from this central point. This spread is visu-
alized by the mpande, a disk cut from the end of a cone snail, which is worn as
a chest pendant (fig. 8. 10a). The central point is drilled out, representing the emer-
gence of Kyomba from the deep spring, and the logarithmic spiral of the shell
end symbolizes the expansion of kin groups from this origin.8
One way to represent these expanding iterations through time is to take a
series of portraits as the structure changes: projections at different points along
the time axis. Figure 8. 1ob shows the first step toward this design: a more linear
version of the mpance disk, in which an Archimedean spiral fits between a series
130
African fractal mathematics
of triangles (which represent the wives of the guardian of the ancestors). In
figure 8.1oc we see that the linear spiral has become concentric squares, but
they are now portrayed in a scaling sequence, suggesting a series of portraits of
the kinship spiral as it expands through time. Similar scaling square sequences,
carried out to a great number of iterations, can be seen in the staffs of their
northern neighbors, the Baluba (fig. 8.1od).
FIGURE 8.10
Tabwa kinship representations
(a) The mpande shell worn by Chief Manda Kaseke Joseph. (b) A more linear version of the
mpande disk, in which an Archimedean spiral fits between a series of triangles (which represent
the wives of the guardian ancestors). (c) The linear spiral has become concentric squares, but they
are now portrayed in a scaling sequence, suggesting a series of portraits of the kinship spiral as it
expands through time. (d) Sinilar scaling of square sequences can he seen in the staffs of their
northern neighbors, the Baluba.
(a-c, from Roberts and Maurer 1985; d, Museum für Volkerkunde, Frankfurt.)
Recursion
I3I
Recursive cosmology
In all the descent representations we have examined, kinship groups trace them-
selves to a mythological ancestor at the beginning of the world, and thus we move
from the origins of humanity to the origins"of the cosmos. African creation con-
cepts are often based on a recursive nesting. The best-known example is that of
the Dogon, as described by French ethnographer Marcel Griaule (1965). His work
began during the 1930 Dakar-Djibouti expedition, where he first made contact
with the Dogon of Sanga in what is now Mali. In 1947 his studies took a dra-
matic turn of events when one of the Dogon elders, Ogotemmêli, agreed to intro-
duce Griaule to their elaborate knowledge system. Clifford (1983) provides a
detailed review of the strong.
reactions to Griaule's resulting ethnography.
While many of the critiques were really about the failings of modernist anthro-
pology in general--the tendency to prefer a static past over the present, or a
singular "tradition" over individual invention-there were also those who
simply did not believe that such elaborate abstractions could be indigenous.
For the Dogon the human shape is not only a biological form, but maps
meaning at all levels: "The fact that the universe is projected in the same
manner on a series of different scales—-the cosmos, the village, the house, the
individual-provides a profoundly unifying element in Dogon life" (Duly 1979).
The Dogon house is physically structured on a model of the human form, with
a large rectangle for the body, smaller rectangles on each side for arms, a door
for the mouth, and so on. The Dogon village, however, represents the human
form with a symbolic structure rather than a geometric structure: it is not phys-
ically arranged as a human shape, but various buildings are assigned meaning
according to their social function (the smithy stancs for the head, the menstrual
..- lodges as hands, and so on): Flie ase of to chifferent systems of representation
prevents self-similarity in the physical structure of the architecture, but some
of the Dogon's religious icons do show human forms made out of human forms
(fig. 8.11a).
A threefold scaling appears in several aspects of the Dogon religion, and
it is here that we find an indication that the Dogon are using more than just
cascade. Griaule (1965, 138) summarizes Ogotemmêli's creation story:
"God... had three times reorganized the world by means of three successive
Words, each more explicit and more widespread in its range than the one
before it." But these reorganizations are not merely layering one on top of the
other; rather the output of each reorganization becomes the input for the next.
The earth gives birth to the first spirits; these "Nummo" regenerate ancestral
beings into humanlike reptiles; the reptile-ancestors are again reborn as the first
true humans. Within rebirth, the threefold iteration is again enacted. In the first
(a) In the Dogon cosmology, the structure of the human form is
created from human form.
(h) The symbolism of the stacked pots,
représenting the breath of life, within the,
feteus, within the womb. We can use an
iterative drawing procedure to better
understand how this kind of scaling can
result from a recursive loop. Suppose we
have a routine that can draw the circle of
the pot given a diameter, and one that can
draw a lid.
While diameter ≥ minimum do:
Draw a circle of size diameter
If size = minimum, draw a lid
Shrink diameter by 4/3
End of "while" loop.
This procedure first checks to see if we are
past the smallest diameter possible. If not,
it draws a pot, shrinks the diameter value
by ⅔s, and then goes back to the start of
the while loop. In other words, the output
of one iteration—a given diameter-
becomes the input for the next iteration.
(c) Dogon recursive image of mother and
child.
b
FIGURE 8.11
Scaling in Dogon religious icons
(a, from Laude 1973; courtesy Lester Wunderman; c, from Carnegie Institute 1970; courtesy of
Jay C. Leff.)
Recursion
regeneration, for example, each ancestral being enters the earth's womb, which
turns each of them into a fetus, which allows the breath of life (nummo) to enter.
The cosmological narrative suggests that in the Dogon view the birthing
processes at all scales are, in some sense, iterations through the same transfor
mation, and that these iterations are actually nested loops.
Why should the Dogon require such deep iterative nesting? I suspect that
there are two motivations First.)there is an insight into modeling the world:
recursion is an important feature in biological morphogenesis, as well as in
environmental and social change. The second is thé cultural context of this
knowledge: elders need to ensure that the younger generation respects their
authority, which can only be done by giving them gradual access to the source
of this power, which is knowledge. A knowledge system in which endless exe-
gesis is possible makes the initiation process a lifetime activity. But having so
much explanatory elbow room also presents a problem with translating such
narratives into machematics.' We had to be careful with translations for more
formal
practices, such as interpreting the Bamana divination system as a binary
code, or adire cloth as a geometric algorithm. A narrative is not a quantitative
or geometric pattern, and its ambiguity requires all the more care in produc-
ing a mathematical translation that does not embellish indigenous concepts.
Pirst, we have to distinguish between modeling the narrative-something a
structural anthropologist like Claude Lévi-Strauss would do-and the narra-
tive as an indigenous model, such as the Dogon's system for representing their
own abstract ideas. The best way to limit our translation to ideas that the Dogon
themselves are trying to convey is to compare these abstractions of the narra-
tive with other, more formal Dogon systems. This means missing some ideas
that do not have such formal counterparts, but it is better to err on the safe side...
in this context.
The material designs of the Dogon are more restricted than the narrative
in terms of their iterative depth. The best case is probably in the iconography
uf the granary, where Ogotemmêli explains a stack of three pots: the largest rep-
resents the womb; the one on top of it, creating its lid, represents the fetus; and
the lid of that por is the smallest pot, containing a perfume that represents the
breath of life (Griaule 1065, 39). The smallest por is capped by a normal lid; at
this point the recursion "bottoms out." This is not merely a stack of different sizes;
in the Dogon view the womb creates the preconditions that give rise to the fetus,
which is the precondition for the entry of the breath of life. The recursion is empha-
sized in the way that each new pot begins before the previous pot ends (fig. 8.11b),
that is, one pot's lid is the next pot's body (Griaule 1965, 199). In the sculpture
in figure 8. 11c the mother's breasts become the child's head- again, a new one
I33
134
African fractal mathematics
begins before the previous one ends. As we saw in the chi wara sculpture of the
Dogon's Bamana neighbors, reproduction is modeled as recursion.
The Dogon view of a cosmos structured as nested human form is quite
similar to certain ancient Egyptian representations. Figute 8.12 shows a relief
from a tomb in which the cosmos encloses the sky, which encloses the earth.
It is interesting to note that there are again three iterations of scale. A three-
(iteration numeric loop is indicated for the Egyptian god of wisdom, Thoth. He!
is referred to as Hermes Trismegestus, which means "thrice great Hermes," but
he is also referred to as "eight times great Hermes." Why both three and eight?
It makes sense if we think in terms of those common elements of African numeric
systems, recursion and base-two arithmetic. Thrice great because while an
ordinary human may rise as high as the master of masters, Hermes Trismegestus
is the master of masters of masters (three iterations); thus we can surmise "eight
times great" refers to 23 = 8.
FIGURE 8.12
Recursion in the cosmology of ancient Egypt
Geb, the Earth, enclosee by Shu, space, enclosed by Nut, the stellar canopy.
(From Fourier 1821.)
Recursion
Many of the processional crosses of Ethopia also indicate a threefold iter-
ation (fg. 8.13). Although the crosses are now used in Christian church pro-
ceedings, Perczel (1981) reports that related designs can be found on ornaments
excavated from the city of Axum in northern Ethopia in the second half of the
frst millennium B.C.e., so we should not assume that the threefold iteration was
originally related to the Christian trinity, although a connection may have
occurred later (fg. 8.13b). Could there be a common history behind all these occur-
rences of triple iterations in the religious icons of the Sudan and North Africa?
I think the common use of recursion itself is due to a mutual influence, but the
occurrence of triple iteration may be only due to the similarity of circumstances
rather than diffusion. For one thing, given the materials the artisans are work-
ing with, minute scales are difficult, so that the tendency to be limited to three
iterations may simply be a practical consequence of the craft methods. It may also
be that if one wishes to get the concept of iteration across, two is too few, while
more than three is unnecessary (which is why modern mathematicians often rep-
resent an infinite series by the first three elements, e.g., "1,2,3 ..."). On the other
hand, there are cases where many such "unnecessary" iterations are made in the
most difficult of craft materials. Figure 8.14 shows an ancient Egyptian design,
carved in stone, representing the origin myth in which the lotus flower (its petals-
within-petals illustrated by a multitude of scaling lines) begins the self-generating
creation of the material world.
I35
Self-reference
Self-reference is the most powerful type of recursion. The ability of a system ro
reflect on itself is at the heart of both the limits of mathematical computation
as well as our subjective experience of consciousness. But there are relatively
trivial applications of self-reference as well (one can always use a blowtorch to
light a candle). Self-reference first came to the artention of mathematicians in
simple examples of logical paradox; for example, the "liar's paradox" we exam-
ined earlier. To see how self-reference can be more than just a logician's joke,
let's examine how it works in programming. Recall that a simple cascade could
not be.used. if. we did-not.know.how.many.transformations were needed.ahead
of time. The same problem occurred for the Batammaliba ancestral mounds; since
the first descendant did not know how many would be needed, the system has
to allow for iterative resizing. We also saw the possibility of nested iterative loops,
illustrated by the two-loop drawing program for Mokoulek architecture. But stip-
pose we didn't know how many nested loops we were going to need? In the same
way that the recursive cascade could not deal with an unknown number of iter-
Sced shape
(all lines are
active lines)
Second iteration
Third iteration
FIGURE 8.13
Fractals in Ethiopian
processional crosses
(a) Fractal simulations for Ethiopian
processional crosses through three iterations.
(b) Ethiopia converted to Christianity in
333 c.e., and in the thirteenth century King
Lalibela directed the construction of churches
to be cut from massive rocks in one of the
mountain regions. The church of Sr. George
(at right) shows a triple iteration of nested
(a, all Ethiopian processional crosses from Portland
Museum in Oregon; photos courtesy of Csilla
Perczel, b, photo by Georg Gerster.)
Recursion
137
FIGURE 8.14
The lotus icon in ancient Egyptian cosmology
In the origin story of ancient Egypt the lotus flower was often used as an image of the unfolding of
the universe, its petals-within-petals signifying the expansion of scales. This is a very stylized
representation used in the capitals of columns in temples.
(From Fourier 1821.)
ations, nested iteration has trouble with an unknown number of loops. 10 Here
is where self-reference can help out. An example of self-reference in program-
ming is illustrated for the Dogon pot stack in figure 8.15.
We know that the Dogon pot stack can be drawn with a single iterative
loop-it does not require self-reference. But the task can be accomplished by
self-reference, and we might similarly ask if there are cases of scaling in African
designs in which self-reference plays a role, regardless of whether it is required.
In. European history, self-reference begins with the story of Epimenides of
Crete, the "liar's paradox." Similar utilizations of narrative self-reference to cre-
ate uncertainty can be found in certain African trickster stories. For example,
in an Ashanti story of Ananse (who became "Aunt Nancy" in African Ameri-
can folklore), a man named "Hates-to-be-contradicted" is tricked into con-
tradicting himself. Pelton (1980, 51) notes that the application of such
self-referential paradox is a theme in many Ananse stories: "Thus Ananse
rejects truth in favor of lying, but only for the sake of speech; temperance in
favor of gluttony for the sake of eating; chastity in favor of lasciviousness for
the sake of sex." The following tale is not nearly as sparse but carries the fla-
vor of self-referential paradox quite well:
One of the most common of all stories in Africa describes the encounter of a
man and a human skull in the bush. Among the Nupe of Nigeria, for instance,
they tell of the hunter who trips over a skull while in pursuit of game and
exclaims in wonderment, "What is this? How did it get here?" "Talking
138
African fractal mathematics
FIGURE 8.15
Drawing the Dogon pot stack by self-reference
The symbolism of the stacked pots represents the breath of life,
within the fetus, within the womb: We have aready seen how this
can he drawn using an iterative loop; now let's see how it can be
drawn using self-reference.
Suppose we have a routine that can draw the semicircle of the
pot given a diameter.
Procedure DRAW-POT
If size = minimum, draw a lid.
Else
Draw a circle of size diameter
Shrink diameter by ⅔3
DRAW-POT
End of "else" clause
End of procedure
Notice that this procedure first checks to see if we are at the
smallest diameter possible. If not, it draws a pot, shrinks the
diameter value it by ⅔s, and then calls itself-an application of
self-reference. Now the program has to execute a DRAW-POT
procedure again. The recursion will "bottom-out" when it finally
draws a lid. The program then skips to the "End of procedure" line
and can finally pop back up to the place it left off after executing
the previous DRAW-POT call.
brought me here," the skull replies. Naturally the hunter is amazed and
quickly runs back to his village, exclaiming about what he has found. Even-
tually the king hears about this wonder and demands that the hunter take him
to see it. They return to the place in the bush where the skull is sitting, and
the hunter points it out to his king, who naturally wants to hear the skull's
message. The hunter repeats the question: "How did you get here?" but the
skull says nothing. The king, angry now, accuses the hunter of deception, and
orders his head cut off on the spot. When the royal party departs, the skull
speaks out, asking the hunter "What is this? How did you get here?" The head
replies, "Talking brought me here!"
(Abrahams 1983, 1)
Self-reference is also visually portrayed in some African designs. Figure 8.16a
shows another abbia carving from Cameroon, seen also in the nested fish earlier
in this chapter. But this abbia carving is an icon for itself--it is an abbia of abbia.
According to the Cameroon Cultural Review (inside cover, June 1979), its mean-
ing is "reproduction." Another example of self-reference from Cameroon is
shown in figure 8.16b, a life-size bronze statue of the king of Foumban. Here we
see the king smoking his pipe, the bowl of which is a figure of the king smok-
ing his pipe, the howl of which is a figure of the king smoking his pipe. Like the
Kellogg's cornflakes hox described earlier, the visual self-reference instantly
leads to infinite regress. But it could be more than just humor in the bronze sculp-
Recursion
ture. Since the pipe is a well-known symbol of royal prestige in Foumban, it may
be that the artisans were making purposeful use of the infinite regress: "The king's
power is never-ending."
Figure 8.16c shows a Bamana headdress, that is, a sculpture worn on the
head during ceremonies. Fagg (1967) suggests that this enacts self-reference:
a headdress of a person wearing a headdress of a person wearing a headdress.
Others (cf. Arnoldi 1977) have described this as a symbol of fertility spirits, but
the two interpretations may not be mutually exclusive. Returning to the
139
b
FIGURE 8.16
Self-reference in African icons
(a) The abbia carvings from Cameroon show a wide variety of images, but chis abbia carving is
an icon for itself-it is an abbia of abbia. (b) A life-size bronze statue of the king of Foumban.
Here we see the king smoking his pipe, the bowl of which is a figure of the king smoking his pipe.
(e) Bamana headdress.
&, drawing based on abbia pictured on the cover of Cameroon Cultural Review, 1979; c, photo courtesy
Fana University Museum of African Art.)
6: H
140
African fractal mathematics
Bamana's close cultural relatives the Dogon, we see self-reference suggested by
Ogotemmêlli's description of how the eighth ancestor, "who was Word itself," was
able to use Word (that is, the breath of life) to self-generate into the next iter-
ation of humanity. In examining the self-similar iterations of the Dogon mother
and child in figure 8.1 1c, we noted a structural characteristic that can be
expressed in the phrase "a new one begins before the old one ends." This would
also describe the structure of the pipe in the statue of the king of Foumban, which
we know to be explicitly self-referential. Perhaps the self-referential version of
the Dogon pot stack was the correct one after all.
Iconic representations of recursion
The abbia of abbia, as a symbol of " reproduction, is more than just an appli-
cation of self-reference; it represents the conceps itself. If recursion is really a
conscious (that is, self-conscious!) aspect of African knowledge systems, then
we should expect such representations, rather than just instances in which the
concept is applied. Figure 8.1 7a shows the application of recursion in the tra-
b
Chaguet sal
FIGURE 8.17
Reflux
(a) This sketch from the notebook of a nineteenth-century ethnographer in southern Senegal
shows an indigenous apparatus for the distillation of liquor from palm wine using a scaling cascade.
(b) Ancient Egyptian alchemists drew this snake symbol to represent their reflux technique.
A tube comes out of a heated pot and reenters after cooling. This cyclic refinement was used in
the creation of dyes and perfumes, but it also symbolized the alchemists' goal of refinement of the
human soul.
(a, photo courtesy IFAN, Dakar; b, drawing hased on Taylor 1930.)
Recursion
ditional distillation of palm wine into liquor in the Casamance region of
Senegal. Such distillation techniques were developed to sophisticated levels
in ancient Egypt, where the process became an iterative loop which modern
chemists call a "reflux" apparatus. Figure 8.1 7b shows the iconic representation
of the reflux system in the oldest known alchemical writings (first century c.E.),
which are attributed to Maria (who wrote under the name of Miriam, sister of
Moses), Cleopatra (not the famous queen), Comarius, and the mythic figure
of Hermes Trismegestus (Thoth). Taylor (1930) notes that although these
were written in Greek, "the religious element ... links them to Egypt rather
than to Greece," and he suggests that the most likely origin is from the tradi-
tions of the ancient Egyptian priesthood."' In these writings we find the reflux
icon associated with the aphorism "as above, so below," recalling the self-
similar scaling cosmology we have seen in sub-Saharan Africa, as well as its links
to the recursion of self-fertilization. 12
Of course, one can go too far in attributing links between ancient Egypt
and sub-Saharan Africa (see Oritz de Montellano 1993; Martel 1994; Lefkowitz
1996). There is good evidence for the origins of the Egyptian base-two arithmetic
system from sub-Saharan Africa, and for the persistent use of recursion in knowl-
edge systems across the African continent. But it would be unwise to assume that
one can attribute more specific features to diffusion. In particular, it is highly
unlikely that the same figure of a serpent biting its tail, appearing as an icon
for the god Dan in the vodun religion of Benin (fig. 8.18a) could have derived
from the Egyptian image, or vice versa. As we shall see, the meaning of the
vodun icon has nothing to do with the Egyptian reflux concept.
In August 1994, thanks to the aid of Martine de Sousa (one of the African
descendants of the famed Francisco de Souza), I was granted an interview with
the chief of the Dan temple in Ouidah, Benin. Both the chief and his wife were
quite responsive to my interest in the geometric features of Dan's representations
and identified the sinusoidal icon in iron (fig. 8.18b) as "Dan at work in the world,"
pointing out that he creates order in wind and water. The cyclic Dan was more
abstract, existing in a domain where he was in communication with other gods
of vodun. Maupoil (1981, 79) also found that Dan (Dangbe) was there "to
assure the regularization of the forces," and Blier (1995) summarizes his role as
"powers of movement through life, and nature's blessings." Regular phenomena
in nature--the periodic aspects of weather, water waves, biological cycles,
etc.---are attributed to the action of Dan.
The relation between the undulatory Dan "at work in the world" and the
circular form of Dan as a more abstract spiritual force maps neatly on to the dif-
ference between the sinusoidal waves we see in space and time—-waves in
141
b
noise (external temperature changes)
input (desired
temperature)
If > 0 switch on furnace
1f < 0 switch off furnace
output (new room
temperature)
The thermostat that regulates temperature in a house is a negative feedback loop. The word "negative"
is used because we subtract the current room temperature from the desired temperature set by the
thermostar control: Over time this will tend to produce cycles of heat and cold.
noise (road bumps)
input (desired
position on road)
+A
If > 0 steer right
*I'< 0 steer left
* output (new road position)
Driving a car can aiso be modeled by a negative feedback loop. The driver attempts to stay in the center
of the lane, and will correct to adjust for bumps. Again, given enough humps; we will tend to see cycles
of swerving to ger back to the center.
FIGURE 8.18
The vodun god Dan
In the vodun religion of Benin, the snake god Dan represents the cyclic order of nature. Dan's
shape reflects this idea in two ways. As an abstract force, he is represented as a feedback loop (a).
As a concrete manifestation, his body is always oscillating in a periodic wave (b). This same idea
of a periodic time series from cyclic feedhack is also used in Western models of nature (c).
(a, photo courtesy IFAN, Dakar.)
lion)
inter
cles
(a).
dea
Recursion
water and cirrus clouds, daily fluccuations in heat and light, the biannual rainy
seasons, etc.— and the abstract idea of an iterative loop that generates these wave-
forms. The association can be derived from the kind of empirical observation
one. gets in everyday occurrences. A-lopsided wheel will produce undulatory
tracks in sand; friends who periodically give gifts are in a "cycle of exchange,"
and so forth. What did take great insight and intellectual labor, however, was
the religious practitioners'
generalization of such observations into specific,
abstract, universally applicable categories, represented by icons with the appro-
priate geometric structure.,
The mathematical equivalents in nonlinear dynamics are limit cycles and
point attractors- the results of what engineers call a "negarive feedback loop."
We have already seen such characterizations in cellular automata and owari,
where spatial patterns remain bounded within a cycle or frozen in a static pat-
tern. Figure 8.18c shows some commonplace examples of negative feedback loops,
and how they act to keep the behavior of systems bounded or stabilized, even
in the presence of noise. But the vodun system would not be complete if it could
only account for regularity-what causes deviation in the first place? Hence
the role of Legba, god of chaos. Figure 8.Iga shows another iron icon, the forked
path of Legba, "god of the crossroads." As explained to me by Kake S. Alfred,
a divination priest of vodun in Cotonou, Benin, Legba is represented by the
fork because "the answer could be yes or no; you don't know which path he will
take." For divination, in which a "path" (question) is often pursued for further
questions, the image becomes one of endless bifurcations. At the Palais Royal
in Porto Novo, Benin, I was told that the shrine to Legba was placed at the
threshold because his force was so disruptive that it would undo both good and
evil, creating a purification at the entrarce: Kake also explained that while the
music of Dan was slow and regular, the music of Legba was both fast and slow—
signifying his unpredictable nature- an observation I was able to confirm by
recording the drumming that was used to call each god at the temple of Dan in
Ouidah. 13 As the converse to Dan, the bifurcating uncertainties of Legba are
like a positive feedback loop, amplifying deviation and noise (fig. 8.19b).
Contrasts between a negative feedback loop, creating stability, and the pos-
itive feedback of uncontrolled disorder are also featured in the iconic carvings
of the Baule. Vogel (1977, 53) notes that the Baule chief is chosen by consen-
sus, and that in all important decisions he serves as mediator in public meetings
rather than as an autocrat. The Baule carving in figure 8.20a shows two caimans
(relatives of the alligator) biting each other's tails. It is said to represent the chief
and the people in balance--if one bites, the other will bite back. It nicely
recalls the kinds of negative feedback loop models that are often proposed in West-
143
FIGURE 8.19
Legba
(a) The vodun god Legba represents the forces of disorder.
Vodun divination priests explain this icon as the path to the
future: with Legba there is no way to know which path will be
caken. Since one crossroad leads to another, the resulting image
is one of bifurcating unknowns, the uncertainty multiplying with
each crossroad.
noise (road bumps)
input (desired
position on road)
- Il > 0 steer too far right
i < O steer too tar lett
output (new road positior
I dontres do ver, five adie, which sill ele cabilize me me enterine easier large destabilize it.
eventually running off the road.
Nation A
buys more arms
Nation B sees arms
increase and
becomes worried
Nation A sees arms
increase and
becomes worried
Nation B
buys more arms
Here we see positive feedback in an arms race.
Recursion
1 45
FIGURE 8.20
Feedback loops in Baule iconography
(a) This Baule carving shows two crocodiles biting
each other's tails. It is a symbol showing the chief and
she people in equal power, the idea of social forces in a
cycle of balance. (b) Baule door. Holas (1952, 49-50)
describes this as a circuit fermé of fécondité (closed
circuit of fecundity); Soppelasa (1974) and Odica
(1971) identify these animals as symbols of "increase."
(ascal bo, photo courtesy of IFAN, Dakar.)
emn political theory, but this flowchart is a purely indigenous invention. So, too,
is the Baule positive feedback loop of figure 8.zob, showing that "power creates
the appetite for more power"-little fish are eaten by bigger fish, who then
become even bigger fish. The fish-within-fish abbia from Cameroon we saw
carlier may have had similar connotations.
Conclusion
Recursion can be.found in almost every corner of African material culture and
design, from construction rechniques to esthetic design, and in cultural repre-
senfations from kinship to cosmology. Most of these are specific enough to
allow us to distinguish berween the first two types of recursion--cascade versus
I46
African fractal mathematics
iteration-and in some cases the third type, self-reference, is also made explicit
by the indigenous knowledge system. We have seen several cases in which the
iterative loops are nested, but these are rarely more than two loops deep, so it
would not appear that the application of self-reference is motivated by the com-
plexity of the computation. The only potential exception is the cosmological nar-
rative of the Dogon, and this narrative is too vague to serve as a mathematical
foundation. There is, however, another route to the limits of computation. As
we will find in chapter 1o, the combination of negative and positive feedback
indicated by certain recursion icons provides another path to the helghts.of com-
putational complexity, one we will explore in detail. But first, we need to take
a short detour through infinity.
CHAPTER
-Infinity
- - The first time I submitted a journal article on African fractals, one reviewer replied
that Africans could not have "true" fractal geometry because they lacked the
advanced mathematical concept of infinity. On the one hand, that reviewer was
wrong about fractals at a pragmatic level. If he or she saw a fractal on a computer
screen it would be taken as a "true" example, and in fact no physically existing
fractal is infinite in its scales; at best it will have to bottom out into subatomic
particles. On the other hand, it raises an interesting question. Infinity has been
an important part of fractal mathematics in Europe; so how does that compare
to the use of infinity in Africa?
To the ancient Greeks, infinity was associated with what they thought of
as the horrors of infinite regress. Aristotle tamed this problem by redefining
infinity: it was a limit that one could tend toward, but it was not considered to
be a legitimate object of mathematical inquiry in itself. Most European mathe-
maticians kept to this definition until the Cantor set, Europe's first fractal, cre-
ated the proper defnition of an infinite set, thus allowing infinity itself to be
considered. We will discuss this in more detail in chapter 13, but for now it is
sufficient to note that this distinction does not shape African concepts of infin-
ity. Many African knowiesige systems using infity in the sense of a progression
without limit do nor hesitate to represent it with iconic symbols suggesting
147
148
African fractal mathematics
"the infinite" in its Cantorian sense as a completed whole. This is by no means
a more sophisticated or elaborated definition than that of pre-Cantorian Euro-
pean mathematics; it is rarely linked to much more than either a narrative or a
geometric visualization. But far from being nonexistent, these culturally specific
representations show a strong engagement with the same concepts that coupled
infinity and fractals in contemporary Western mathematics.
The most common African visualizations for infinity are snail shells. The
Baluba) for example, use spiral land snails (fig. g.r), and the Joln lse the spiral
end of a sea snail, which forms a drinking cup that can only be used by the chief.
Unlike the ancient Greek associations with troubling paradox and pathology, the
African infinite is typically a positive association, in this case to invoke prosperity
without end. If these infinity icons were only meant to communicate this desire
they would fit Aristotle's definition: a process without end. But the spiritual ele-
ment of these icons.adds another requirement: the icons need to convey the sense
that they are drawing on the power of infinity itself, Snail shells are used because
of the scaling properties of their logarithmic spirals; one can clearly see the poten-
tial for the spiral to continue without end despite its containment in a finite space—
indeed, it is only because of its containment in a finite space that there is a sense
of having gained access to or grasped at the infinite,
We have already seen another example of an infinity icon in the Nankani
architecture discussed in chapter 2. There the coils of a serpent of infinite
FIGURE 9.1
Baluba use of snail shells
to symbolize infinity
Davidson (1971, 120) descrihes this as a fertilit
figure, and notes that the snail shells represent
endless growth.
(Collection Tristan Tzera, Paris; photo by Eliot
Elisofon.)
Infinity
length, sculpted into the house walls, made use of the same association between
prosperity without end, and a geometric length without end. The conscious
creation of this infinity concept is more clear than in the case of the snail shells,
because one cannot actually see the infinite coils of the snake. And unlike the
naturally occurring shells, the packing of this infnite length into a finite space
(the Nankani describe it as "coiling back on itself indefinitely") cannot be mis-
taken for mere mimicry of nature; it is rather the artifice of fractals. This snake
icon does not exist in isolation; we saw that-the Nankani map out a scaling pro-
gression that passes through their architecture, the zalanga and the kumpio,
which provides a recursive pathway to this concept of infinity.
In chapter 8 we discussed the Mitsogho and Fang iterative model of
descent. Fernandez (1982, 338) notes the contrast to Christian theology: "The
question as to whether God was one or many may have bothered the mission-
aries in their contacts with Fang more than the Fang themselves. Holding Chris-
tian beliefs in the 'Uncreated Creator' and 'Unmoved Mover,' missionaries were
challenged by the 'infinite regress' of the geñealogical model employed by the
Fang- their belief that the God of this world is one of a long line of gods and
like man has his own genealogy."
The Fang theory of infinite regress is a complete, coherent view; it does not
need further amendment, for the Christian theory of uncreated creator is no more
free of contradiction-and perhaps less so. Of course, as Fernandez himself
warns, one cannot simply proclaim that a particúlar African narrative is just another
work of theology or philosophy-or, for that matter, mathematics. Recent works
such as Mudimbe's Invention of Africa ( 1988) have shown that such translations
to specife European disciplines are always partial, highly interpretive, and in dan-
ger of misrepresenting the indigenous view. Yet Mudimbe is also respectful of the
work that has been done. Of particular relevance here are his citations of African
theologian Engelbert Mveng
Mveng included several notes on infinity in his studies of the relation
berween the African and Christian views. His beautiful text, L'Art d'Afrique Noire
(1964), contains diagrams (pp. 100-103) showing what he termed "radiation
omplifcative," scaling patterns in African art and music that he interpreted as
representations of a transcendental path to infinity. "Une fois de plus, nous
découvrons que le mouvement rythmique, dans notre art, n'est autre chose
qu'une course vers l'infini" (Once again, we discover that the rhythmic move-
ment in our art is none other than the path toward infinity) (p. 102). Father
Mveng was a wonderful inspiration during my research in Cameroon, both for
his deep cultural knowledge as well as for his courageous work as a cross-cultural
mediator. During our last meeting we discussed Mudimbe's book, and I promised
149
150
African fractal mathematics
to send him a copy. Shortly after doing so a reply came from the American
Cultural Center in Yaoundé: Mveng had been murdered "under suspicious ? !
circumstances"— apparently the result of opposition to his cross-cultural
activism. He has finally taken the course vers l'infini.
CHAPTER
IO
Complexity
- In ordinary speech, "complex" just means that there is a lor going on. But for
mathematicians the term is precisely defined, and it gives us a new way to
approach mathematics in African material culture. In chapter 7 we saw how cer-
tain African symbolic systems, like the Bamana divination code, could be
generated by a recursive loop. Such numeric systems clearly translate into the
Western definitions of what it means to "compute." But the translation was less
clear for some of the physically recursive structures in African material culture.
Can a system of physical dynamics be said to "compute"? Mathematical com-
plexity theory, which is based on fractal geometry, provides a way to measure
the computation embedded in physical structures, rather than just symbol sys-
rems. By looking at African material culture in the framework of complexity.
rheory, we can better understand the presence of fractal geometry as an African ) !
knowledge system.
Analog computing
By the misk rodos it was clear to many researchers that digital computers would
be the wave of the future. But before then, analog computers held their own, and
they may yet make a comeback. In digital systems, information is represented by
I51
152
African fractal mathematics
physically arbitrary symbols. As Bateson (1972) said, "There is nothing sevenish
about the numeral seven." The geometric structure of a digital symbol has little
or nothing to do with its meaning, which is simply assigned to it ay social con-/
vention. In analog systems, the physical structure of the 3ignal changes in pro
( portion to changes in the information it represents.' Rather than being arbitrary,
the physical structure is a direct reflection of its information. Loudness in human
speech is a good example of analog representation. As I get more excited, I speak
louder: the physical parameter changes in proportion to the semantic parame-
ter. This is not true for the digital parts of speech, such as the average pitch ("fomat
frequency") of each word. In English the word "cat" has a higher pitch than the
word "dog," but that does not infer a relation in meaning-in fact, the difference
is reversed in Spanish, since "gato" has a lower average pitch than "perro." This
same analog/digital distinction occurs in neural signals. In the frog retina, for
example, some neurons have a firing rate in proportion to the speed of small mov-
ing images (Grusser and Grusser-Cornehls 1976). That is, the faster a fly moves
across the eye, the faster the pulses of the neuron: an analog system. A digital!
example can be found in the muter neurons that lins open the crayish claw. Here 3
a specific firing pattern (off-on-on-off) switches the claw to this defense teflex
(Wikson and Davis 1965).
So far we have only examined how analog systems can represent infor-
mation; figure yo.1 shows a simple example of how analog computing works.
Although most computer scientists eventually settled on digital systems, ana-
log computers were quite popular up until the igoos. Even when they began to
die out as practical machines, there was an increasing awareness that much of
our own brain operates by analog computing, and this led some scientists
toward the development of what are now called "neural nets"--computing
devices that mimic the analog operations of natural neurons (fig. 10.2). By the
raid-108 os neural nets and related analog devices had achieved enough success
(and digital computers had run into enough barriers) to begin to compare the
two. There was an odd moment of analog optimism, when a few brash claims
were made about the potential superiority of analog computing (see Dewdney
1985; Vergis et al. 1985), but these assertions were eventually proved incor-
rect (Blum, Shub, and Smale 1989; Rubel 198g). As it turns out, analog sys-
•tems have the same theoretical limits to computing as digital systems.?
Although the studies did not result in releasing the known limitations, they
did produce a new framework for thinking about computing in physical dynam-
ics: complexity theory.
Before this time, mathematicians had defined complexity in terms of
randomness, primarily based on the work of Soviet mathematician A. N.
n.
at
ne
ce
lis
ior
ves
tal
cre
Rex
for-
rks.
h of
rists.:
ning.
y the
ccess
e the
laims
dney
ncor-
g sys-
ems.?
, they
y nam:
jis of
J. N.
Complexity
x53
FIGURE 10.I
Analog computation
Dewdney (s985) shows a great variety of simple physical devices that demonstrate analog
computing. This device, created by J. H. Luerh of the U.S. Metals Rehning Company, solves the
following optimization problem: a refinery must be located to minimize its costs. If transportation
in dollars per mile of ore, coal, and limestone are values of O, C, and L, and distances of these
sources are o, c, and i, then the refinery should be located at the point where 00 + cC + IL is at
a minimum. The holes through which the strings pass are at the source locations, and the weights
un the ends of the strings are proportionate to O, C, and L. The brass ring attached to the strings
quickly moves to the optimal location on the map.
(Contesy A. K. Dewdney.)
Kolmogorov and Americans Gregory Chaitin and Ray Solomonoff. In this def-
inition, the complexity of a signal (either analog or digital) is measured by the
length of the shortest algorithm required to produce it (fig. 10.3). This means
that periodic numbers (such as .2727272...) will have a low algorithmic com-
plexity. Even if the number is infinitely long, the algorithm can simply say,
"Write a decimal point followed by endless reperitions of '22" or even shorter:
"3/ux." Truly random numbers (e.g, a string of numbers produced by rolling
*dice) will have the highest algorithmic complexity possible, since their only
algorithm is the.number.itself-for.an infinite lengrh, you get infinite com-
plexity In analog systems a periodic signal such as the vibration from a single
guitar string or the repetitive swings of a pendulum would have the lowest algo-
rithmic complexity, and random noise such as static from a radio that has lost
154
African fractal mathematics
its station (what is often called "white noise") would have the highest algo-
rithmic complexity.
One problem with defining complexity in terms of randomness is that it does
not match our intuition. While it's true that the periodic signal of a ticking
metronome is so simple that it becomes hypnotically boring, the same could be
said for white noise—in fact, l sometimes tune my radio between stations if l
want to fall asleep. But if I want to stay awake I listen to music. Music some-
how satisfies our intuitive concept of complexity: it is predictable enough to fol-
low along, but surprising enough to keep us pleasantly attentive. Mathematicians
eventually caught up with their intuition and developed a new measure in
which the most complex signals are neither completely ordered nor completely
disordered, but rather are halfway in between. These patterns (which include
almost every type of instrumental music) also happen to be fractals-in fact, as
we will see, the new complexity measure exactly coincides with the measure.of
fractal dimension.
The first step in this direction was through studies of cellular automata. Recall
from chapter 7 that computer scientists in the early 198os had started to think
input
output
input
output
b
FIGURE 10.2
Neural nets
(a) Suppose we balance a ball on a teeter-totter. Unless the ball is at the precise center, the
teeter-totter will start to stope toward one side, which will cause the ball to roll even farther
toward that side. In other words, there are two stable states, and anything in herween (except fo
tiny neutral point) will get caught up in the positive-feedback loop leading rapidly to a stable st
(b) This is an electrical circuit that works much like the teeter-totter. Each triangle is an ampli
with two outputs, one normal and the other (black circle) an inverted outpur. Since the invert
output is connected to the input of the other amplifer in each, they will balance out like the b.
at the exact center of the teeter-totter, but rapicily lip to one of the two stable states in which t
amplifier is at its maximum ("saturated"). That means that this circuit can solve a simple task:
which of two numbers is larger? By putting an initial charge proportionate to one of the two
numbers at each inpur, the system rapidly flips to the sarurated stable state favored by the large
number. Linking thousands of these simple amplifers togerher allows computer scientists to ma
sophisticated machines for pattern recognition and other artificial intelligence tasks.
Complexity
about cellular automata as the simulation of complicated physical dynamics, such
as that seen in living organisms. Physicist Stephen Wolfram began to wonder:
just how complicated is it? Clearly, living systems are more complex than ran-
dom noise, so he knew that the old complexity measure of Kolmogorov would
nor do. But Wolfram had studied a good deal of computer science, and he real-
ized that the way in which different types of recursions are used to measure com-
puting power could also be applied to physical dynamics. Recall from chapter 8
that we divided recursion into three types: cascades, iterations, and self-reference.
155
time
frequency
amplicude
power
time
frequency
FIGURE 10.3
Koinogorov-Chuitin compiexity incasure
(a) Whether it is in digital or analog signals, complexity can be
mensured in terms of the information content. The first such
measure was that of Kolmogorov and Chaitin, who thought of
complexity in terms of randomness. The sine wave is about as
nonrandom as we can get. Here it is given as a time-varying
signal, although the same would apply to a spatial pattern, such
complexity
as waves in water or sand (in which case we could measure it as
wavelength, which is simply the reciprocal of frequency).
e
• randomness
(b) The same signal in a spectral density plot. This tells you
how much power is at each frequency. In the case of the sine wave, all the signal power is at one
Itequency. (c) White noise is a completely random signal, such as that produced by the sound of
bacon frying. By the Kolmogorov-Chaitin definition, white noise is the most complex signal.
Again, this would also apply to a spatial pattern, such as dust sprinkled on a cable. (d) Spectral
density plot for white noise. Because it is completely random, there is an equal likelihood of any
wivelength occurring at any time, so the signal's power is equally distributed across the spectrum.
(e) In summary, the Kolmogorov-Chaitin complexity measure is simply a measure of randomness.
(c, courtesy R. F. Voss.)
input tape
b
a
A read only
a
a
b
....
156
African fractal mathematics
These correspond approximately to the three formal categories of recursion
used in computer science, which we will now examine in detail
Three types of recursion: the Chomsky hierarchy
In a recursive system, present behavior depends on past behavior. It is the capa-
bility of this access to memory that defnes the relative difference in recursive
power. The scaling cascade, for example, could not produce the Fibonacci
sequence, because it could not recall previous members of the sequence. Simi-
lar distinctions are used in computer science to rank computational power into
three types of abstract machines, referred to as "Chomsky's hierarchy." These
abstract machines are compared by their ability to recognize certain categories
of character strings. A machine that can recognize periodic character strings
such as "ababa.
i."." occurs at the lowest level of the hierarchy: the Finite State
Automaton (FSA). An example of the FSA is shown in figure 10.4
What would it be like to be an FSA? Since the FSA has no memory stor-
age, the experience would be somewhat analogous to neurosurgery patients, who
have had bilateral hippocampal lesions (Milner 1966). These patients are fully a
aware and intelligent but have lost the capacity to transfer knowledge to long
term memory. The hippocampal surgery patient who finds herself at the end of
a book can deduce that she has read its contents, although she does nor know
what the previous chapters were about. An(FSA has only an implici memory,
fact that it must have passed through one of the sequences of states that termi-
because its present scare cannot reveal anything about its past, other thin the f
By nite bertise present state.
FRA
Current state
Transition table
Current symbol
on input tape
New state
SI
S2
b
S2
S,
FIGURE 10.4
The finite state
automaton
The finite state automaton
(FSA) has a list of transition
rules that tell it how to change
from one state to the next,
depending on its current state
and the symbol it is reading on
the input tape. It has no men-
ory, other than that implied by
its curent state. This FSA will
end up in the "accept" state S,
if the tape ends after an even
number of h's.
Complexity
157
The set of palindromic strings (e.g., aabbaa) is a good example of the lim-
itation of the FSA: it lacks the ability to memorize the first half of the string
and therefore cannot compare it with the second. The least powerful machine
capable of this memory storage is the Push*Down Automaton (PDA), illus- T-ba
trated in figure 10.5. The stack memory of the PDA is usually compared to the
spring-loaded tray stack often used in cafeterias; once a symbol is read from mem-/
ory it is gone. As a knowledge analogy, we might think of a reader who accu-
mulates stacks of books but gets rid of each book after it is read. This is a
remporary explicit memory, since the PDA. can.make.two different transitions
given, the same state and input, depending on its past. It is important to under-
stand that greater recursive capability does not necessarily.imply larger mem-
ory storage; it means an improved ability to interact with memory. Size only matters
insofar as it restricts the interaction.
Although the PDA can recognize all sets of strings recognized by an FSA,
as well as many others, there are still (infinitely) many sets of strings that it can-
not recognize (For example, it cannot recognize the set of all strings of the form
aNbNeN (where we have N repetitions of a, followed by the same for b and c),
because it has to wipe out its memory in the process of comparing the number
of a's and b's, leaving no information for checking the number of c's.
At the top of the hierarchy (fig. 10.6), the Turing Machiné (TM) can TM
recognize all computable functions. It is simply a PDA with unrestricted mem-
ory, but because of this capability it can achieve full self-reference: the abil.
ity to analyze.its own program. Again, it is not a difference in memory size,
but in memory access--unlike the PDA stack, the TM memory interactions
can occur over any past sequences of any length, and it does not lose memory
input tape
a
b
a
read only
a
b
a
b
b
FIGURE 10.5
The push-down
read/write
Transition table
"Stack" memory. This allows new symbols
to be pushed down on top of the stack, but
symbols can be read only by popping them
off the top, and each one popped is lost.
a
b
b
a
b
b
158
African fractal mathematics
input tape
b
FIGURE 10.6
The Turing machine
read/write (inoves in both directions)
Transition table
after it is read. To continue the text analogy, if the FSA is a person who accom-
plishes tasks with no books, and the PDA is a person whose simple tasks are
limited to books that are removed after they are read, then the TM would be
able to collect and recall all books, in any order. Unfortunately this does not
solve all of our problems, because the unbounded nature of the TM means
that it foolishly accepts some tasks that require an infinite library. This is called
the "halting problem," and Turing himself proved that it is unavoidable.
Mathematician Rózsa Péter showed that one can define a restricted set of pro-
grams that are haltable (which she called the set of "primitive recursive
functions"), but in doing so we would always sacrifice some of the TM's
computing power.
These three machines, FSA, PDA, and TM, illustrate the ascent up the
Chomsky hierarchy. They differ in having implicit memory, temporary explicit
memory, and permanent explicit memory. By looking at memory as the basis for
the recursive loop in these systems— that is, as the element that governs the abil-
ity of the system to perform interactions between its present input and past behav-
ior-we can see that the differences in computational power for these machines
depends on the differences in recursive power.
Measuring analog complexity with digital computation
Now let's return to Wolfram and his cellular automata. After running thousands
of trials, Wolfram found that all cellular automata generally divided into four spe-
cific classes. Classes 1 and 2 were those that either died out, or went into a peri
odic cycle. Class 3 was just the opposite: it was uncontrolled growth that led to
apparently random behavior, like white noise. But class 4, which included the
"game of life" cellular automaton, had something that Wolfram described as "com-
plex" behavior: not as random as white noise, but not as boring as a periodic cycle.
Wolfram found that this highest complexity also demanded the highest com-
Complexity
putability: while pure order and pure disorder could be recognized by an FSA,
the pacterns of the complex behavior required a Turing machine.
Mathematical physicist James Crutchfield (1989) found an even
simpler example of recursive computation in a physical system. Crutchfield
used the population equation made famous by biologist Robert May (1976):
Pn+| = PnR(1 - Pn) (where P is a population number, scaled so that it is between
0 and 1, and R is the birth rate). May found that when R is low, the popu-
lation is simply a periodic cycle, switching back and forth between the
same sequence of levels. As you increase R, the length of the cycle (that is,
the number of different population levels you pass through before returning
to the first one) increases extremely fast. At R = 3.1, the population is in a
two-level cycle, at R = 3.4 in a four-level cycle, and at R = 4.0 the cycle length
is ar infinity: deterministic chaos. Crutchfield was able to measure the com-
putability of these chaotic fluctuations and found results similar to those of
Wolfram: both completely periodic waves and completely disordered waves
were computationally quite simple, but those in berween, with a mix of
order and disorder, had a high degree of computational complexity. The
simple equation examined by Crutchfield required only a PDA, but other
researchers (Blum, Shub, and Smale 1989) demonstrated that more complex
analog feedback systems would be capable of signal complexity equivalent to
TM computability.
Figure 10.7 shows how these complex waveforms, called "1/F noise," com-
pare to periodic and white noise waveforms. This is easiest to see in the spec-
tral density plots. A periodic signal has all its power at one wavelength, while
a white-noise signal has the same power at all wavelengths. 1/F noise is a com-
promise beiwecirthe ewor-biased so that it has the greatest amount of power'
at the longest wavelength, and the least at the shortest. For this reason, 1/F noise,
is fractal; it has fluctuations within fluctuations within fluctuations. When we
think of the length of these waveforms in terms of memory, we can begin to
see a connection to computational power. If a system had the same behavior over
and over again, it would be too fixed on memory. If it randomly picked a new
behavior every time, then it would be too free from memory. But useful behav-)
ior is generally a mixture between the two. For example, think of something)
unusual you did today-moving socks to a new side of the drawer, or eating pret;
zels instead of crackers. Whatever it was, chances are it was pretty trivial. If we
took the same whimsical approach to major life-events each day—"today I think
I'll move to Spain, or get pregnant, or become a podiatrist"-we would be in
trouble. Our life is typically arranged as 1/F noise: high-power events should be
long-term changes, and low-power events should be short-term changes." In fact,
159
power
frequency
power
rime
frequency
power
time
frequency
FIGURE I0.7
Crutchfield-Smale complexity measure
(a-b) Periodic noise: A simple signal. (c-d) White noise:
From the viewpoint of the Crutchfekd-Smale measure,
this is also of low complexity. An FSA, for example,
could define this noise by making all state transitions
equally probable. (e-f) Fractal noise: The most complex
complexity
signals in the Crutchfield-Sinale measure are "scaling
noises" in which there are fluctuations within fluctu-
ations. These signals have the greatest amount of their
g
periodic
noise
fractal
thise
random
noise
power in the lowest frequencies (longest wavelength).
Since power is the reciprocal of frequency, it is often referred to as 1/F noise. (g) In summary, the
Crutchfield-Smale complexity measure is a reflection of the fractal dimension. The "most fractal"
(e.g., dimension of t.g) will be the most complex, and the function decreases with both higher and
lower dimensions.
(c and e, courtesy R. F. Voss.)
ise
ind
Complexity
many of the analog waveforms produced by intelligent human behavior appear
to be 1/F signals (Voss 1988; Eglash 1993).
As more scientists began to think of complexity in terms of computation
and 1/F noise, they began to accumulate examples that suggested that this was
what it meant to have a "self-organizing" system. In the evolution of life, for
instance, most of the genetic information stores long-term events, such as the
physiology that underwent change in life's evolution from water to land. More
short-term adaptations, such as skin color, take up very little of the genetic mate-
rial. Here again, we have something like 1/F noise, with long-term events tak-
ing up the buik of the system, and short-term events taking up proportionately
less. Physicists Per Bak and Chao Tang (Bak and Chen 1991) found several
examples of simple physical self-organizing systems that produced 1/F noise. In
forest fires, for example, very dry woods would spread fire in an orderly circle,
while fires in wet wood would be too sporadic or random, and thus die out. But
in-between fires spread in a fractal pattern, with most of the fire in long-length
patches, less of the fire in medium patches, even less in smaller patches, and so
on. In water we have orderly crystals and disorderly liquids, but in between we
can get the fractal patterns of snowflakes.
Since we are familiar with our own recursive interactions with memory,
we have a good intuitive sense for why 1/F noise should accompany complex
behavior, and clearly it can characterize many varieties of self-organizing sys-
tems -perhaps all of them if we use the proper definition. But how does this hap-
pen? What is the mechanism that makes it work? Complexity theorists have not
hesitated to suggest implications of their work for culture; here I would like to
suggest the reverse: that certain aspects of African culture can provide impor-
tant implications for complexity theory. More so than.any of the previous ethno
mathematics models we have seen, this part of my research was much more of
a collaboration, much closer to my sense of the "participant simulation"
method—although if truth be known I had to be dragged kicking and scream-
ing much of the way.
Christian Sina Diatta: an African physicist looks at culture
"Rhab." "Phantom." "Rhab!" "Phantom!!" A strange dialog flew across the com-
puter lab at the Institut de Technologie Nucleare Appliquée at Senegal's Uni-
versity of Dakar. I was seated with Professor Christian Sina Diatra, director of
the lab, watching the pulsating forms of cellular automata flow about the screen.
Dr; Diatta was the local sponsor for research under the United States' Fulbright
Fellöwship program, and was eager to discuss his own ideas. His physics lab was
I 62
African fractal mathematics
an inspiring place to be. I had already been able to sit in on a graduate student's
presentation; after having witnessed the same ritual in the physics department
at the University of California at Santa Cruz, it made for a fascinating bit of cross-
cultural comparison. I tried to make myself useful by setting up a demo of an elec-
trical circuit that produced deterministic chaos ("Chua's circuit") and installing
various types of software for simulations of nonlinear dynamics. It was one of these
software demos, Rudy Rucker's calaB, that caused our multilingual exchange.
As noted in chapter 7, some of Rucker's most interesting programs are those
he calls "Zhabotinsky CAs," which can produce paired lug spirals. In acklition
to the two states of live cell and dead cell, these cellular automata require at
least one "ghost state." Since someone had previously mentioned the indige-
nous term for ghost, rhab, it seemed like an opportunity for creative transla-
tion. I explained (in French, the official language of Senegal) that after l'état mort
(the dead state) the cell went to l'état rhab. To my surprise, Diatta corrected
thab back to the French: "phantom." We went back and forth a couple of times
before I realized that it was not just my poor pronunciation. Only later did
I discover my blunder: Diatta was not from the Islamic Wolof majority (in whose
language rhab occurs) but from one of the animist minority groups, the Jola.
Using Wolof was no more of a cultural translation for him than it would have
been to use English.
This was only the start of my mistranslations. Although Dr. Diatta was
greatly enthusiastic about my work on fractals in African architecture, he
seemed disinterested in the fractal generation software. But he persistently
brought up African architecture during the cellular automata demos. I found this
entirely too frustrating; the whole point of my research on African fractals was..
to explore the intentional side of these designs. Cellular automata create pat-
terns not by preplanned design, but rather by the interactions of its aggregate
cells. From my point of view, having fractal architecture as the result of aggre-
gate self-organization destroyed the possibility of intentionality. By focusing on
cellular automata as an architectural model, Diatta seemed to he undoing all
my carefully prepared research. His enthusiasin was unbeatable, however, and
I began to study aerial photos of his place of origin, the Jola settlements south
of the Casamance River. Figure 10.8 shows the settlement of Mlomp, not far from
Diatta's hometown; its paired log spiral structure could have come right out of
Rucker's Zhabotinsky CAs.
A trip to the Casamance was clearly called for. I was fortunate in finding
Nfally Badiane, a Jola graduate student who had done his master's thesis on indige-
nous architecture of the southern Casamance, as a guide. Nfally's background is
ideal for an anthropologist: raised among the Islamic majority in Dakar, he is both
FIGURE 10.8
The Jola settlement of Mlomp, Senegal
(4 ts) (6 Mloey phlel se senely combisg of ego sdo hnageieand recursive process.
I64
African fractal mathematics
stranger to and member of the Jola society. As we traveled the delta area of the
Casamance River, using cars, trucks, canoes, and anything else that moved, his
warnings about the secrecy of Jola religious knowledge were repeatedly confirmed.
Secular information about technical methods of house construction, precolonial
and postcolonial social changes, kinship. groups, and many other aspects of
Jola society were readily forthcoming (Eglash et al. 1994). We were told that the
circular building complexes were not preplanned, nor were the broad curves of
these complexes in each neighborhood, but that they could not tell us anything
about the sequence of construction because, unlike the Wolof, "we do not have
a griot (oral historian) in Jola society." The spiral structure visible in the photo
was mainly due to the carefully maintained sacred forest surrounding each local
neighborhood. But the mechanisms for creating such coherent structures over
such an enormous range of scales remained hidden. A tantalizing glimpse of the
Jolas sacred geometry, however, led us to suspect that there was a conscious ele-
ment to the CA-like settlement structure. First, there was the symbolisin of the
chief's drinking vessel: a spiral shell. Second, Nfally had seen the interior of one
of the settlement altars, and said that it consisted of a spiral passage.
The best clue we found was from Diatta himself, who described a log spi?
ral path in certain rituals that took place in the sacred forest. But how to rec-
oncile this self-conscious modeling with what appeared to be the emergence
of the settlement structure through aggregate self-organization? I finally con-
fessed my disturbance to Diatta, and asked him how I might understand the appar-
ent contradiction. He suggested yet another simulation: the Jola funeral ritual
(fig. 10.ga). We had been alerted to this ceremony as a result of a suspicious death
during our visit, bur were not allowed to attend. Diatta described the ritual in
detail. The body of the deceased was placed on a platform, and posts at each of
the four corners are held aloft by palibearers. If critical knowledge is thought
to have been held by the deceased (e.g., as in the case of a murder), a priest asks
questions. The pallbearers, reacting to the force of the deceased, move the plat-
form to the right for yes, left for no, and forward for "unknown."
The simulation for this ritual (fig. 1o.gb) is based on an analog feedback
network. We don't need to make any assumptions about whether the pallbear-
ers are exerting force due to conscious opinions or subconscious beliefs; it is only
necessary to assume that they exert force in proportion to this motivation.
Since they can both exert force and sense it from others, this would theoretically
allow the summation of knowledge among the participants to be expressed in the
most effective way possible. In fact, the technique is more effective than a vote,
since voting can lead to the paradox of a minority opinion win if there are more
than two options. * The inforination emerged froin the bottom-up interaction of
Complexity
the parts, yet it was also intentional in the sense that this mechanism for aggre-
gate self-organization of knowledge had been consciously designed. This was not
intentionality as I knew it; it sounded more like the description of a neural net-
work in computer science:
",,.
If a programmer has a neural network model of vision, for example, he or she
can simulate the pattern of light and dark falling on the retina by activat-
ing certain input nodes, and then letting the activation spread through the
165
No
Unknown
(a) In the Jola funeral ritual four
pallbearers hold a platform aloft and
move it in response to questions. Since
the information (whether one believes it
to be of spiritual or mundane origin) is
held by the pallbearers, we can model the
force of each corner as having direction
and magnitude (a vector) determined by
the pallbearer's conviction. Decision
making based on a continuous range
rather than on yes/no is called "fuzzy
logic" in mathematics.
Yes
no
yes
padlocarers:
(imput)
(b) We can think of the information
processing in the Jola funeral as the
equivalent of a neural net (similar to that
in hig. 10.2) in which the sum of the force
vectors of all four pallbearers are inpurs to
shrer amplifers, with each inverted output
connected as negative feedback to the
other two. This would require pallbearers
to hoth exert force as well as sense it, but
such force-feedback is actually quite
common in motor tasks.
unknown
FIGURE 10.9
Neural net model for the Jola funeral ritual
IVU
connections into the rest of the network. The effect is a bit like sending
shiploads of goods into a few port cities along the seacoast, and then letting
a zillion trucks cart the stuff along the highways among the inland cities. But
if the connections have been properly arranged, the network will soon settle
into a self-consistent pattern of activation that corresponds to a classifica-
tion of the scene. "That's a cat!"
(Waldrop 1992, 289-90)
The tricky part is "if the connections have been properly arranged."
Clearly it could be arranged for four people, but could it for this"city of Mlomp,
with dozens of local neighborhoods and hundreds of people in each? And
Mlomp is not an anomaly. While we saw a more explicit formal system in the
construction of several fractal settlement architectures in chapter 2, there are also
many African settlements that have a large, diffuse fractal structure (see Denyer
1978, 144). Self-organizing mechanisms that arrange such vast aggregations
into coherent patterns would have to be more global and less explicit.
One key mechanism in complexity theory is memory; the theory predicts
that self-organizing systems will utilize 1/F distributions in memory length: The
lukasa, a visual "memory board" developed by the Baluba of Congo (Zaire), shows
just such fractal scaling (fig. 10.10). The memory system of the lukasa is partly
based on digital (that is, physically arbitrary) coding, such as color, but Roberts
(1996) notes that much of the lukasa is a "geometry of ideas," mapping the beaded
spatial structure to analogous historical events. Although there is considerable
interpretive and coding variation, there is a tendency to have single beads rep-
resenting individuals, groups of beads representing royal courts, and larger bead
arrangements showing the sacred forests that have been growing over many
generations. This visualization of a l/F-like distribution of memory suggests at
least the possibility of indigenous awareness of scaling properties in maintain-
ing self-organized complexity.
The strongest candidate for a mechanism underlying self-organization is
the complementary pair of indigenous feedback concepts. we examined in
chapter 8. In the vodun religion of Benin, we found Dan representing the sta-
bilizing force of negative feedback, and Legba representing the disruptive
force of positive feedback. Similar feedback pairs were found in the Baule
door carvings; the caimans biting each other's tails are a symbol of negative
feedback, and the fish eating ever larger fish represent positive feedback. This
combination of opposing feedback loops also appears to be at the heart of the
conditions that sustain self-organizing structures. Of course, mnost.self-organizing
systems will have more than two loops; but in every case I have examined, at
'least one of each is present, and it is through this interaction that sustained
complexity can arise.
FIGURE 10.10
Lukasa
(From Roberts and Roberts 1996; photo by Dick Beaulieux.)
I68
African fractal mathematics
Returning to the most basic example of complex behavior, May's popula-
tion equation, we have two components. On the one hand, there is population
growth: Pn+1 = PnR. Next year's population will be this year's population times
the growth rate. As long as R is a positive number, this will be a positive feed-
back loop. But the other part of the equation, multiplying by (1 - Pn), was a neg i?,
ative feedback loop, acting like an epidemic that kills more people with larger
population size. Together they create deterministic chaos: the positive feedback
keeps expanding the population, and the negative feedback keeps it within
bounds. This works for other chaos equations as well. Figure 10.11 shows a
chaos equation called the "Rossler attractor" modeling a car with two drivers.
One is drunk and overcompensates by steering too far with each correction; the
other is sober and pulls it back on the road when the drunken oscillations get
too large. Because it always steers back to a slightly different position, the oscil-
/ lations never repeat--deterministic chaos.6
We can see the same combination of negative and positive feedback cre-
ating self-organization in aggregate systems. The "game of life" cellular automa-
ton offers a particularly clear illustration of this phenomenon. If we give a rule
set that makes birth too easy (e.g., the cell goes to the "live" state if there is one
or more nearest neighbors alive), then there is too much positive feedback and
we get a rapidly spreading disk. If we make death too easy (e.g., the cell goes to
the "dead" state if there is one or more nearest neighbors alive), the screen goes
FIGURE 10.11
Rössler attractor as feedback in automobile driving
The Rössier attractor is a set of three simple equations whose output is deterministic chaos, that_is.
a signal with variable oscillations which remain bounded but never repeat the exact same pattern.
How can such a simple system produce infinite variation? An automobile driving model can help
us see what these equations are doing.
(a) Positive feedback. First, there is a part of the system that provides a positive feedback loop;
this acts like a drunken driver who swerves farther and farther off the road. Note that the car is not
properly aligned with the direction of travel; this skidding is the nonlinear relationship between
road position X and steering angle Y.
(b) Negative feedback. The other part of the system is a negative feedback loop; given a swerving
input, this cautious driver steers back toward the center of the road. "Caution" is represented by
the third variable, Z.
(c) Combination of negative and positive feedhack. Here we see the complete Rössler system at
work. The "caution" variable Z controls the facial expression (diameter of eyes and mouth, angle of
eyebrows). Note that after the oscillation gets large enough, the negative feedback kicks in, and we
go back toward the center of the road. Because the car never steers back to exactly the same
position on the road, the behavior never repeats. If, for example, you looked at the number of
increasing oscillations that occur before the negative feedback dampens it back toward the center,
it would appear to he completely random, with no predictable pattern. Yet the patrern is entirely
deterministic (chat is, determined only hy this set of equations); it could be predicted if you knew
the initial conditions with infinite precision.
t is,
rh.
s not
n
ving
gle of
ely
new
Driver
noise
noise
5000
posillon
at
IS
Driver observation:
has car been devtaling?
YES
new steering angle (Y)
Move steering ongle in
the wrong direction
a Positive feedback
Driver ooservatton.
10
(2)
d/dt
noise
sotpoint
(x)
Driver observation:
Is cor position › setpoint ?
YES
new position on road (x)
Incroose
coutionl
(2)
Decrease
stoering
ongie
Negative feedback
road position X
c Combination
of negative
and positive
feedback
tune
(Y)
(Y)
time
Facial expression = Z
Total system: x' = - (y + z)
= x + 0.15y
~.
= 0.2 + 2(x - 10)
I70
African fractal mathematics
blank in a few generations. The "classic" life rule set. (found by John Horton Con-
way in 1970) is often referted to as "3-4" life because it takes 3 nearest neigh-
bors to give birth, but 4 results in death. Conway discovered that this combination
of negative and positive feedback maximized the complexity of behavior. Sim-
ilarly, when Per Bak found empirical data for self-organization in physical sys-
tems-forest fires, earthquakes, avalanches, etc.—he noted that it occurred only
at a "critical state" in which there was a balance between noise-suppressing mech-
anisms-which would correspond to negative feedback-—and the positive feed-
back of noise-amplifying loops.
It is unfortunate that so much of the classic research on African social mech-
anisms came from functionalist anthropology, since they made an almost exclu-
sive emphasis on the role of negative feedback in achieving equilibrium. When
it comes to conscious knowledge systems, African societies do not exclusively
focus on balance, harmony, and stasis. The complimentary roles of Dan and Legba,
of order and disorder, are much more common, as we see in this passage: "In the
mind of the Bambaras the air, wind and fire ... are indispensable elements of
the world's onward movement. But as these principles may be active in an
uncontrolled, that is, unruly and often excessive manner, Nyalé is considered
to be a profuse and extravagant being.... So by her very nature Nyalé is, to a
certain extent, a factor of disorder. That is why it is said that Bemba... took
away her 'double' to entrust it to Faro... whose essential attribute is equilib-
rium" (Zahan 1974, 3).
A similar pairing occurs in the Dogon religion, where Amma, the high god,
creates the Nummo to enact order, and accidentally creates the disorderly
Ogo; together the two generate life as we know it. In the repertoire of dynam-.
ical concepts occurring in several African knowledge systems, there is recognition
of the useful tension between equilibrium and disequilibrium, the dance between
order and chance that results in self-organized complexity. And just as Stuart
Kauffman has shown a bias toward order in evolution's "edge of chaos," the high)
god ensures that the trickster can act only sporadically, thus creating more power)
toward long-term order in these African cosmologies.
Although fractals resulting from geometric algorithms are usually seen as
static structures, they too can be viewed as the combination of feedback loops.
A seed shape with a huge number of tiny line segments (fig. 10.12a) will tend
to be shape-preserving under self-replacement iterations; here deviations due to
replacement are camped-fthe difference between a line segment and the seed
shape is usually not important (and the resulting graph will have a low frac-
tal dimension, i.e., tending toward 1.0). But for seed shapes made up of only
a few large lines (fig. ro.12b), the difference hetween a line segment and its
Small line segments:
negative feedback
Large line segments:
positive feedback
Medium line segments:
a feedback combination
Fractal dimension = 1.3
Fractal dimension = 2.0
FIGURE 10.12
Fractal graphics as feedback
Fractal dimension = 1.6
172
African fractal mathematics
replacement shape will be very important. Large deviations tend to be ampli-
fied in a quick positive feedback, sometimes explosively growing out of bounds
in only a few iterations. Figure xo. 12b has been scaled down to fit on the page,
but the actual fractal graph will quickly grow out of bounds and blacken the
screen entirely (i.e., a fractal dimension close to 2.0). Figure 10.12c shows a
fractal dimension close to t.s; the "most fractal" measure, which results from
a balance between the negative feedback of small segment shape preservation
and the positive feedback of large segment replacement deviation.
There is no quantitative measure of fractal dimension in precolonial
African knowledge systems. But the idea of a spectrum progressing from more
orderly to less orderly is vividly portrayed in certain material designs. The best
examples are in the raffia palm textiles of the Bakuba (fig. 1o.13a). These tend to.
show periodic tiling along one axis, and aperiodic tiling--often moving from order
to disorder--along the other. Similar geometric visualizations of the spectrum
FIGURE I0.13
From order to disorder in a Bakuba cloth
(a) The Bakuba often create cloth designs that stay fairly constant along the vertical axis, but
gradually change along the horizontal axis. In many cases, the horizontal transformation suggests
an order-disorder range. (b) Computer scientist Clifford Pickover created this pattern to show
how a spectrum from order to disorder could be visualized by allowing a random variable to have
increasing influence on the graph's equation. Thus it, too, makes use of periodic tiling along the
vertical axis and aperiodic along the horizontal.
(a, from Meurant 1986, by permission of the author; b, from Pickover 1990, by permission of the author.)
Complexity
from order to disorder have been used in computer science (fg. 10.13b). As far
as I can tell, the Bakuba weavings never reach more than halfway across the spec-
trum-they are typically moving between i and 1-5, that is, from periodic to frac-
tal, rather than stretching all the way to, pure disorder.?
I know of only one African textile that takes this last step, and that is the
block print shown in figure 10.14. This pattern is reminiscent of the title of Niger-
ian author Chinua Achebe's famous novel, Things Fall Apart. Given the anti-
colonial context of Achebe's writing, it might be tempting to read it as an
indication that white noise only comes with white people, but at least in terms
I73
SAT
FIGURE 10.14
Block print textile
This print from West Africa suggests the full spectrum from order to disorder.
(From Sieber 1972.)
174
African fractal mathematics
of the indigenous knowledge system such assuiptions are unfounded.® There
is, for example, a form of music indigenous to Nigeria that has something like
a white noise distribution of sounds. Akpabot (1975) describes "the random music
of the Birom," a flute ensemble designed to allow each musician to express indi-
vidual feelings through whatever idiosyncratic noise (or even silence) he or she
chooses, resulting in "an indeterminate process (in which] the sounds produced
<
by the players are not obstructed by a conscious attempt to organize the rhythms
and harmonies" (p. 46). Pelton (1980) refers to the Nigerian (Yoruba) trickster
Eshu as the "lord of random," and notes that there is a coupling between the
orderly work of Olirun and this unpredictable spirit, similar to the negative
feedback/positive feedback combinations we noted earlier. The characteriza-
tion of extreme disorder might well be applied to the experience of colonial
rule, but we should not assume that the concept was unknown before then. A
summary of selected African complexity concepts is shown in figure 10.15; note
that the central peak of spiritual power is analogous to the central peak of com-
putational power in the Crutchfield-Smale complexity measure.
Conclusion
This chapter is only the bare outline of what I hope will be future areas of
research, examining the relations between technical, cultural, and political
systems through the new frameworks offered by complexity theory. For the
moment, we will have to limit ourselves to the few fragments that my Senegalese
colleagues pointed out so diligently First, this does not negate the previous
examples of explicit algorithmic design in African fractals,? but it does suggest
that at least in the case of settlement architecture they can arise from another
source as well. The creation of fractal settlement patterns through aggregate self-
organization, while unlike the planned structures we saw in chapter 2, do not seem
to be the result of unconscious social dynamics (as we saw.for the urban spraw!
of European cities in chapter 4). This may be due to a difference between African
concepts of intention, which can apply to a group project created over several
generations, versus the Western focus on an individual performing immediate
action in defining intentionality. Most important, there are indications that this
pattern creation through group activity is supported by conscious mechanisms
specific to self-organization as defined in complexity theory. Both the scaling
distribution of interactions with memory and the spectrum from order to dis-
order have at least some graphic counterparts in African designs. The best can-
didate for a conscious mechanism is the combination of negative and positive
feedback. We did not examine every possible case of deterministic chaos and
spiritual/cultural power
order
fractal
disorder
Akin
(Ghana):
Ananse
the trickster
Icon for "calm waters"
Nyame's power of life;
turbulent waters of
Tanu
(Benin,
Nigeria,
African
diaspora):
Legba, Eshu
the tricksters
Dan
Mawu (acts through
lower gods, c.g., the
bifurcating doublings
of Shango)
Dogon
(Niali):
Ogo
the trickster
Nummo (drawing based on
photo of ritual staff in Imperato
1978)
FIGURE 10.15
African complexity concepts in religion
176
African fractal mathematics
aggregate self-organization, but it would appear that the combination of neg-
ative and positive feedback loops, which form the basis of several African knowl-
edge systems, also formi a key mechanism of general self-organizing systems.
As noted in the first chapter, it is just as important to find what is miss-
ing as it is to find what is present. While four of the five basic concepts of frac-
tal geometry-scaling, self-similarity, recursion, and infinity- ate all potent
aspects of African mathematics, a quantitative measure of dimension (the Hausdorf-
Besicovitch measure) is completely absent. There is a weak sense of a complexity
spectrum of order-disorder, which would covary with the Hausdorf-Besicovirch
measure, but that spectrum is neither quantitative nor (to my knowledge) ever
compared to a concept of dimension in any indigenous African system. This is
an enormous gap in the African knowledge of fractal geometry, especially since
the dimensional measure is often considered the most valuable component by
contemporary researchers in the field.,
On the other hand, we also need to appreciate all knowledge systems in
their own right, and African fractals have a surprisingly strong utilization of
recursion. Indeed, in Mandelbrot's seminal text, The Fractal Geometry of Nature
(1977), the index lists "recursion" only twice, and the terms iteration, self.
reference, self-organization, and feedback are entirely absent. As we will see,
this absence is no accident; it reflects a European historical trend. But why have
Europeans traditionally placed such little importance on recursion, and why was
it so strongly emphasized in African fractals? In part iu of this book we will take
up such cross-cultural comparisons in detail.
- Implications
PART
IMI
CHAPTER
II
Theoretical
frameworks-
"in-
-cultural studies
of knowledge-
• Parts 1 and i1 of this book emphasized the geometric, symbolic, and quantita-
tive aspects of African fractals. Some cases were more speculative than others-
a difference that l hope was clearly indicated--but even in the use of mythic
narrative, I generally restrained conclusions to those that had geometric or quan-
titative counterparts. In other words, the claims made in parts 1 and i1 should
be falsifiable in the sense of Karl Popper; the data either supports the hypothe-
I sis or refures it.' But the chapters in this last section will switch to topics in cul-
tural politics and other humanities. These issues are too complex and
multidimensional to be reduced.
to formal representations; they can only be
approached by exploring their interpretative depths, Poetry çan reveal as much
truth about the world as any science; we only need to keep in mind that it is a
different way of going about it. While the philosophy, politics, and poetics of
culture are not strictly falsifiable, they can often approach the areas of life chat
Popperian positivisin cannot--areas we cannot live without.
Given that one can make a good case for at least four of the five basic ele- 1.
ments of fractal geometry in African mathematics, what should we make of it
in terms of culture? To ask this question effectively we need to avoid two pit-
falls. The first is the possibility of "overdetermined" explanations for African
Tractals, explanations that seem to be waiting for us before we've even begun
179
I80
Implications
to examine the evidence. The second is the difficulty of sustaining skepticism
in a racially charged environment, the possibility that we might shy away from
critique over fears that expressing a negative view could be taken as having an
ethnocentric or racist motivation, Both failings are equally damaging. Recently,
researchers have drawn attention to the ways that theories of knowledge
(epistemology) can sneak unexamined into cultural portraits. If we are to avoid
the trap of seeing African fractals as an indication that Africans are "closer to
nature," or concrete rather than abstract thinkers, or unified in a single homo-
geneous culture, then we need to know a bit about the origin of these mis-
conceptions. The first step in that process is to examine the epistemological
frameworks that are applied to the study of culture.
The unity/diversity debate and thin description
According to Muclimbe $1988), the concept of a unitary, traditional "African cul-
ture" is an invention created frst by colonialists, who sought to rationalize their
conquest with the myth of the primitive, and subsequently by anticolonialists seek-
ing to consolidate their opposition. A similar critique is provided by Appial (1992),
'who suggests that the differences among various African societies were much too
broad to allow any generalizations (p. 25): "Surely differences in religious ontol-
ogy and ritual, in the organization of politics and the family, in relations between
the sexes and in art, in styles of warfare and cuisine, in language-surely all these
are fundamental kinds of differences?"
Appiah and Mudimbe promote various kinds of solidarity in contemporary
Africa (as well as internationally in the diaspora); they only caution that this
cultural unity is of relatively recent origin, and that attempts to see an African
"essence" or a unified African culture preceding major European intervention
(i.e., previous to the First World War) will eventually have to fall back on racially
defined categories, which is certainly a self-defenting basis for antiracist
movements. From Appiah's antiessentialist point of view one cannot discuss
precolonial "African culture," only "African cultures."
On the other extreme of the unity versus diversity debate lies the Afro-
centric position. While its proponents also agree that there was no single,
homogeneous African culture, they emphasize the shared elements. Asante
and Asante's African Culture: Rhythms of Unity (1985), for example, begins by
stating that while black unity cannot be based on genetic grounds, broadly shared
cultural undercurrents were found throughout the diverse societies of pre-
7 colonial Africa:
Theoretical frameworks in cultural studies
Although the precise actions and ideas may differ within the acceptable range
and still remain squarely in the category of African culture, there are some behav-
iors among some African ethnic groups which may have the opposite mean-
ing among others. Twinness is commonly considered a positive characteristic
in African societies, yet there are some ethnic groups which accept twinness
as a negative characteristic.... Yet this particularistic emphasis would not make
the echnic group uncelated to the others. Patterned behaviors by African erh-
nic groups are cultural, not rigid or fixed, but related to history and experience.
Culture can vary over time, but in the case of African culture, it will always
be articulated in the same way.
There is a lot going on in this paragraph, but the crucial point for my analy-
sis is Asante and Asante's distinction between the surface particularities of
various ethnic groups, which may differ, and deeper cultural sensibilities or pat-
terns of articulation (which they later illustrate with "the three traditional
values: harmony with nature, humaneness, and rhythm" (p. 7l). In this Afro-
centrism, it is only at the deep level in which we find important cultural attrib-
utes held in common.
Appiah also makes this distinction between trivial surface and the "fun-
damental" depths. The only disagreement between him and the Asantes is
whether or not the depths reveal differences. One way around this question is
in the "thick description"
proposed by anthropologist Clifford Geertz (1973).
Geertz was motivated in part by his dissatisfaction with the ways that Claude
Lévi-Strauss's structuralism seemed to reduce symbolic culture to a flat, mecha-
nistic syntax. For Geert?, cultural symbols should be in a kind of dynamic play,
and the ethnographer should show their turbulent expansion through layers of
meaning, not their reduction to a single fixed structure. Geertz defined these deep
elements, which tend to be more subjective and literary, as specifc to a partic-
ular community. For him, it would be extremely difficult to compare deep ele-
ments from one location to the next, because the deep elements are the result
of local interpretations. Taken to the extreme, Geertz's thick description would
simply reply that the question Appiah and the Asantes are asking cannot be
answered
The framework I have used in parts 1 and in of this book, which is that of
ethnomathematics in general, might be referred to as thin description: a study
of the surface particularities, such as material designs and symbolic formulas. As
the Asantes point out, a mathematical element like doubling ("twinness" in their
quotation) is just a surface feature. Whether or not it has deeper meanings--and
thus the entire Afrocentrism/antiessentialism debate--is a question outside of
thin description. For this reason, the thin description use of African icons to
181
182
Implications
represent specific mathematical concepts or structures (e.g., the trickster =
disorder) is not necessarily in conflict with the thick description of these sym-
bols in their deep semiotic dynamics. Pelton (1980) sets up just such a conflict,
and perhaps rightly so-there has indeed been a tendency for structuralists to
claim that they had reduced culture to irs true essence. Their error was to
insist that these bare-bones structures were the truly deep mechanisms of cul-
ture, and that the discursive play of meaning should be disregarded as shallow
distraction. As long as we keep the thick stuff as the deep, and the pared-
down structures as the surface, there is no conflict.
While the lack of African unity in "twinness" is not a problem for those
concerned only with deeper meanings, wouldn't it present a problem for thin
description? That is, if doubling is supposed to be an important feature of African
mathematics, then how does one explain the African societies that do not use
it? Indeed, how is fractal geometry supposed to be an African knowledge system
if the examples of its use are so disparately scattered across the continent? To answer
this question, we need to consider what Wittgenstein called a "family resemblance."
When we look at the photograph of a large family we can see that everyone is
related, even if there is no single characteristic that they all share (some have
big noses and some small, some light hair and some dark, etc.). In the same way,
it is not uncommon for a group of mathematical ideas to share many common-
alities without a singular essence. In James Gleick's (1987) history of chaos
theory, for example, he shows that the emergence of nonlinear dynamics as a dis-
cipline was due to a slow gathering of many different strands of mathematics—
strange attractors, fractal geometry, cellular automata, and so on. In order for
scientists to collaborate on this development, there was a long period in which
several researchers worked hard to point out the family resemblance of these dis-
parate mathematical tools, and many aspects of their relationships are still
uncertain today. Similarly, African fractal geometry is not a singular body of knowl-
edge, but rather a pattérn of resemblance that can be seen when we describe a
wide variety of African mathematical ideas and practices. And as we saw in the
case of Banneker's quincunx, it is not the only pattern possible.
Participant simulation
Whether one believes in Geertz's thick description or in some other method for
researching the deeper meanings of a local culture, anthropologists generally agree
that it requires long-tern local ethnographic study. My thin description fieldwork
lasted only a year and moved through Senegal, Mali, Burkina Faso, The Gam-
bia, Cameroon, Benin, and Ghana. This dispersed investigation is quite unlike
Theoretical frameworks in cultural studies
what is undertaken by most anthropologists, who often spend a couple of years
in one village alone, using "participant observation" to traverse the depths of the
local culture by actively living it. There is, however, an important difference:
I was not trying to understand how the Yoruba experience grief, or to determine
the inner meaning of cominunal spirit among the Baka. My interest was primarily
in the formal properties of design, in methods of construction, and in other
rechnical questions that could often be answered in a direct and simple fashion.
Many of the Africans I spoke with were clearly relieved to hear that I was a
mathematician. Of course I was still faced with several of the same problems
involving ethnographic accuracy and authority (see Clifford 1983). But even
these were somerimes differently posed. In particular, I began to think of my
methodology not as participant observation, but rather as participant simulation,
seeking to collaborate in mathematical analysis and virtual reconstruction
With my African colleagues.
Participant simulation was carried out to conclusion only in the research
with Christian Sina Diatta, but I tried to maintain the practice at some level with
everyone I had the opportunity to work with. That meant hauling diagrams of
fractal graphics with me into the equatorial rain forest and across the savannah,
and disrupting research time with math lectures, but in the end it was well
worth it. There was the potential problem that someone who knew what l was
after might fabricate what I wanted to hear (as in St. Louis, Senegal, when one
of the local children heard me talking about Benjamin Banneker and claimed
to know him personally). A more pressing problem was my resistance to their
suggestions, as occurred in my initial disappointment with the lack of place value
notation in the Bamana divination code, or hearing the description of the oscil-
latory snake as "Dan at work" (all I could think of at the time was a road con.
struction sign). Of course, there are always the aftereffects-Senegalese
sociologist Fatou Sow said "if there are not fractals in Africa now, there surely
will he by the time you leave"— but then that is a feature of all ethnography; and
participant simulation is about turning that into an advantage.
The reason collaborative approaches like participant simulation were not
enditionally used in erhnography comes from concerns over accuracy-the
desire to obtain an objective account-and concerns over authority, a suspicious
motive in the colonial context of most traditional anthropology. Clifford (1983)
Jescribes the move roward collaborative rechniques as both the anthropologists' /
own self-critique of authority and as a growing recognition that since the ethno-
grapher has as much motivation as the informant does, accuracy and objectiv.
ity can be better approached by sharing aurhority with indigenous voices than
by using them in a kind of ventriloquist act. Simply proclaiming a collaborative
183
184
Implications
approach is of course no guarantee that you will have one, and participant sim-
ulation is perhaps even more susceptible to manipulation due to the role of tech-
nological expertise,
On the other hand, since the creation of virtual worlds—simulations--is
in some ways the production of something fake, participant simulation does have
the advantage of avoiding some old-fashioned concepts of authenticity. It was,
after all, the creation of an "authentic native" (see Appadurai 1995) that helped
colonists to jail rebels among black South Africans and Native Americans; and
one could even hear the occasional guilt-ridden lament among the colonial rulers
that they themselves were to blame for having accidentally polluted the natural
purity of these "children of the forest" with their own troubling artifice (see the
apartheid culture comedy, The Gods Must Be Crazy). Locating indigenous activ-
ity in virtual worlds can, if done properly, counter chis habitual tendency to place,
artificiat on the Western side and natural on the indigenous side..
Doing it properly relies on the other root, which comes from the old-
fashioned-and, I think, still crucial--method of participant observation.
Participant observation recruits a kind of responsibility that can be sadly lack-
ing in virtual ethnographies. Take, for example, the growing field of cyber-
ethnography, in which anthropologists study the virtual communities of the
Internet. Since "lurking" (observing the electronic exchanges without partici-
pating) is so easy, there have been a number of studies in which the ethnog-
rapher is reduced to eavesdropper or spy, with no attempt to work with the
community in either off-line or on-line lives. On the other hand, recruits can
include both draftees, who have little real interest in working collaboratively,
and fanatics, who aie all too interested in what Gayatri Spivak (1987) calls the
"benevolence of the western gaze."
Thus participant simulation is an attempt to take the best of both approaches,
and to use them in a kind of checks-and-balances system. By insisting on par-
ticipation we can help avoid glib irresponsibility; and by using simulation we can
strive to avert the policing of boundaries around constructions of authenticity
and realism. From this point of view we do not need to emphasize tradition over
invention; the mathematical creations of a single individual are still examples
of indigenous mathematics, even if she is the only one who knows they exist.
Intentionality and ethnomathematics
There are clear advantages to a methodology that can credit the inventions of
a single individual, but what about those creations that do not have a single inven-
tor? As we saw in the case of complexity in chapter 10, it is possible to err on
.........I
Theoretical frameworks in cultural studies
the other side by insisting that conscious creations can only come from singu-
lar inventors. A better understanding of this problem can be gained through the
contrast between ethnomathematics and mathematical anthropology. Mathe-
matical anthropology is generally focused on revealing patterns that are not con-
sciously detected by its subjects of study.'In part this is due to a conviction that
many of the underpinnings of society are forces unnoticed by its members- not
only because such forces operated at levels beyond individual awareness, bur also
because regulatory mechanisins would have to be covert, obscured, or otherwise
protected from manipulation and conscious reflection. For these reasons, mathe-
matical anthropology makes good sense, and it has indeed produced wonderful
insights. But its emphasis on unconscious process also arose from imitation of
the researcher-object relation in the natural sciences: if anthropologists were
simply reporting indigenous discourse, then they would not count as scientists.
This problem of mere reporting is indeed the case for "non- Western mathematics,"
which is mainly focused on direct translations for Chinese, Hindu, and Muslim
mathematics and thus considered a subject for historians. Hence mathematical
anthropology's rendency to avoid intentionality can be problematic.
The intentionalicy problem in mathematical anthropology can be seen in
Koloseike's-(x974) model for mud terrace construction in the low hills of
Ecuador. Koloseike began with two hypotheses: either the Indians learned from
the Inca stone terraces in the high mountains above, or they were unintentional
by-produces of cultivation on hillsides. He then made a list of nine observations
that were relevant to deciding berween the two. Of particular interest are the
following:
. 3. The same hillside soil is used in rammed-dirt houses and fence walls, and
these stand for years.
4. But I never saw a terrace being constructed, nor did people talk about such
a project.
5. Small caves are often dug into the terrace face for shelter during rain-
storms. That this potentially weakens the terrace face does not seem to con-
cern people.
(1974,20-30)
Koloseike concludes that these terraces are the unintentional result of
an accretion process from the combination of cultivation and erosion, and
then proceeds to develop a mathematical model for the rate of terrace
growth. My point is not in questioning the accuracy of the model, but rather
the way that indigenous intentionality is positioned as an obstacle that must
be overcome before mathematics can be applied. Even a small degree of
awareness-being aware that a cave dug into a terrace face might weaken it—
must be eliminated.
185
186
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Implications
In addition, it reveals a particular cultural construction of the supposed uni-
versal attribute of "intention." As a Westerner, Koloseike is used to a society in
a hurry. Projects to be done must get done, and always with someone in charge.
The idea of a long-term intentional project, perhaps extending over several
generations, or the constitution of collective intentionality rather than individual
intent, is not brought under consideration. It may well be that the mathe-
matical model Koloseike offered was not only accurate, but also had an indige-
nous counterpart.
Ethnomathematics, in contrast, has emphasized the possibilities for indige-
nous intentionality in mathematical patterns. For example, Gerdes (1991) used
the Lusona sand drawings of the Chokwe people of northeastern Angola to
demonstrate indigenous mathematical knowledge. While it would have been
possible to attribute this practice to an unconscious social process, such as the reg-
ulation of authority, Gerdes chose to focus on their properties as conscious indige-
nous inventions. Ascher (1997) notes the same cype of Eulerian path drawings
in the South Pacific, and shows them to be primarily motivated by symbolic nar-
ratives, in particular their use by the Malekula islanders as an abstract mapping
of kinship relations. Again, this is in strong contrast to the tradition of mathe-
matical anthropology, where kinship algebra was considered a triumph of West-
ern analysis (and even a source of mathematical self-critique; Kay (1971] harshly
notes the anthropologists' tendency to invent a new "pseudo-algebra" for various
kinship systems rather than apply one universal standard).
Ascher's description of the Native American game of Dish shows this
contrast in a more subtle form. In the Cayuga version of the game, six peach stones,
biackened on one side, are tossed, and the numbers landing black side or brown
side up were recorded. The traditional Cayuga point scores for each outcome are
(to the nearest integer value) inversely proportional to the probability. Ascher
does not posit an individual Cayuga genius who discovered probability theory,
nor does she explain the pattern as merely an unintentional epinhenomenon of
repeated activity. Rather, her description (p. 93) is focused on how the game is
embedded in community ceremonials, spiritual beliefs, and healing rituals,
specifically chrough the concept of "communal playing" in which winnings are
attributed to the group rather than to the individual player. Juxtaposing this con-
rext with detäiled attention to abstract concepts of randomness and predictability
in association with the game-in particular the idea of "expected values" asso-
ciated with successive tosses--has the effect of attributing the invention of,
probability assignments to collective intent.
At the skeptical extreme in ethnomathematics, Donald Crowe has refrained
from making any inferences about intentionality and insists that his studies of
Theoretical frameworks in cultural studies
symmetry in indigenous pattern creations (see Washburn and Crowe 1988) are
simply examples of applied mathematics. But since Crowe has restricted his
work to only those patterns which could be attributed to conscious design (paint-
ing, carving and weaving), it creates the opposite effect of mathematical anthro-
pology's attempt to elimínate indigenous intent. This is evidenced by Crowe's
dedication to the use of these patterns in mathematics education, particularly his-
teaching experience in Nigeria during the late 196os, which greatly contributed
I to Zaslavsky's (1973) seminal text, Africa Counts.
While non-Western mathematics is exclusively focused on direct trans-
lations (such as Hindu algebra or Muslim geometry), ethnomathematics can be
open to any systematic pattern discernable to the researcher. In fact, even that
description is too restrictive: before Gerdes's study there was no Western cate-
gory of "recursively generated Eulerian paths"; it was only in the act of their par-?
ticipant simulation that Gerdes-and the Chokwe—created that hybrid. And
unlike mathematical anthropology, ethnomathematics puts an emphasis on
the attribution of conscious intent to these patterns. At the same time, it
demands quantitative or geometric confirmation that is lacking in the purely
interpretive approach of New Age mysticism, such as that of Fritjof Capra's Tao
of Physics (see critiques in Restivo 1985). Claims that ancient knowledge sys-
tems reveal the structure of the atom or the equivalence of matter and energy
do more harm than good—first because they are wrong, and second because there
is no means by which such knowledge could be obtained. Such mystification dam-
ages credible research in indigenous knowledge systems, and removes the attri-
bution of intentionality and intellectual labor from the putative knowers.
Evolution is a bush and not a ladder:
the cultural location of African fractals
We are increasingly surrounded by explanations based on biological determin-
isin, and there is none more virulent than racism. Even in the supposed liberal
climate of U.S. academia, my lectures on fractals in Africa are frequently followed
by a question about neuroscience-Typically this is an innocent remark concerning
Noam Chomsky's ideas on universal cognitive structure, but even so, it is quite
telling thará lecture on European fractals invokes questions about the genius of
individuals, while African fractals are compulsively attached to biology.
The mythology of race is too complex to recount here (see note 6), but it
is useful to distinguish between two categories of racism Primitivist racism
operates by making a group of people too concrete, and thus. "closer to nature"—
not really a culture at all, but rather beings of uncontrolled emotion and direct
187
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Implications
bodily sensation, rooted in an edenic ecology. Orientialist racism operates by mak-
ing a group of people too abstract, and thus "arabesque" —not really a natural
human, but one who is devoid of emotion, caring only for money oran inscrutable
spiritual transcendence.
The alternative to biogenetic explanation is sociocultural, and here the ,
categories of primitive and oriental can be much more complex. Historically,
many researchers who strongly opposed both racism and ethnocentracism have
been located in institutions with titles like "Museum of Primitive Arts" or
"Department of Orientalist Studies," and it would be unwise to simply sneer at!
their work, particularly considering the antiracist contributions by black anthro-
pologists such as Zora Neale Hurston or Jomo Kenyetta. There is value to be found
in even the weakest of these oppositional theories, and problems in even the l
strongest.
In general these theories can be grouped into two strategies: sameness and
difference. Sameness can usually avoid orientalis and primitivism, since it
argues that what is important about a non- Western culture are those things held
in common with the Euro-Americans, and what is different is (in this context)
trivial. Claude Lévi-Strauss, for example, argued that the "savage mind" is based
on systems of symbolic structures, just like the European mind, so that am
African working with a system of mythological symbols is performing the same
cognitive operations as a European working with a system of computer code syn-
bols. One drawback of sameness is that we become players in a game created by
someone else: "I am worthwhile only insofar as I am the same as you." Difference
can avoid this trap, although it has more trouble avoiding primitivism and ori-
entalism. For example, Aime Céstire's neologism "negritude" began as a way of
speaking about the difference of African culture in open-ended, dynamic, cre-
ative terns, but later (in the hands of others) the comparison was frozen into a
set of binary oppositions (infuitive vs. analytic, concrete vs. abstract, etc.).5 In
other words, both sameness and difference have moments of failure as well as
moments of success.
The recent focus on ancient Egyptin certain circles of African studies has
certainly seen both moments. Motivated by considerable scholarly work (e.g., Drake
1984), it has also become attached to some disreputable and questionable claims
(see critiques in Oritz de Montellano 1993; Martel 1994; Lefkowitz 1996). It is
worth noting, however, that some of the critiques have been equally lacking in
their restraint. In his review of the Portland Baseline Essays, for example, Rowe
(1995) — while rightly pointing to a number of unsupported assertions implied
that claims for an ancient Egyptian glider should he dismissed because the
author was merely an aerodynamics technician rather than a Ph.D. Rowe was
Theoretical frameworks in cultural studies
quite right in objecting to the wild leap from empirical tests of a small wooden
carving to the authoritative claims for ancient Egyptians flying from pyramids;
but to imply that simple experiments are automatically suspect because they were
macle by, rechnician is nothing but classis, prejudice. On the other hand, the
fact that this researcher was a rechnician rather than a PhD speaks to the under-
lying cause for these problems: the lack of institutional resources and precarious
economics among many black educational communities.
Appeals to ancient Egypt can also encounter problems as a strategy of same-
ness. On the one hand, ancient Egypt's status as a state empire directly opposes
primitivist assumptions that Africa consists of nothing but tribal villages. On
the other hand, it reinforces the view that the knowledge systems of nonstate
indigenous societies are not comparable to those of state societies. This view comes
from the old idea of cultural evolution as a ladder, a unilineal progression from
"primitive" to "advanced." In the ladder model the small-scale decentralized
("band") societies would be on the bottom rung, the more hierarchical ("tribal"")
societies would be on the next rung, and the most hierarchical ("state") societies
would be on the top rung. Of course, simply positing that the societies with com-
plex social organization (e.g., labor specialization and political hierarchy) have
greater technological complexity is not inherently demeaning; but it is not
entirely accurare. Anthropological research has persistently shown that neitherg
social structures nor their knowledge systems can be consistently ranked in a
unilineal sequence; for example, monotheistic religions tend to occur in band'
and state societies more than in tribal. Just as biological evolution has been
revised from Lovejoy's "great chain of being" to Gould's "copiously branching
bush, "ó so too cultural evolution is now typically portrayed as a branching diver-
sity of forms. There is no reason to focus on state societies over nonstate soci-
eties in the pursuit of antiprimitivist portraits.
The difficulties of theoretical frameworks in the epistemology of nonstare
societies have been much more mixed. Appiah (1992) provides an extensive dis-
cussion of this intersection, starting with ethnophilosophy. His analysis weaves
between the positions of Wiredy (1979), who critiques the focus on comparison
to Western science rather than religion (noting that it leaves the superstitions
and folk philosophies of the West unexamined), and Hountondfi (1983), whol
argues against any mimetic comparison, suggesting that ethiophilosophy and its
allies are dressing European motivations in autochthonous garb. Both critiques
'could certainly be applied to African fractals. But like Mudimbe's (1988) Fou-
caultian analysis of African epistemology, and Gilroy's (1993) fractal history (which
we will examine in the following chapter), Appiah's dialectical contour maps
African epistemology as an historical process rather than an object of strictly
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Implications
pre-or post-Western presence. The cautions of Wiredu, Hountondji, and oth-
ers are serious reminders that African fractals can only succeed as participant sim-
ulation, not as Indiana Jones discovering another lost temple.
( Given those precautions, it makes sense to see African fractals as just
another moment in
a historical sequence. One could, for example, place
them in Mudimbe's history of ethnophilosophy, or Zaslavsky's (1973) history
of research on African math. But there are other researchers who have pointed
out some of the fractal characteristics of African designs and practices, and
it is useful to examine them as a group, even if they lack the clear historical
trajectory of other categories. We have already mentioned the observation of
nonlinear scaling by British art historian William Fags chapter 6), and the
interpretation of scaling designs as signifiers ofinfinitx.inthe.work.of
Cameroonian theologian, Engelbert Mveng (chapter 9). Léopold Senghor,
the distinguished man of letters who became Senegal's first president, also had
an eye for African fractals. His term was "dynamic symmetry," which he took
from art historians. But Senghor's motivation was primarily ideology; defin-
ing a "negritude" that would encompass the kind of cultural politics he saw
as necessary to independence. Most recently, Henry Louis Gates (1988)
explored the doubling practices of vodun divination in terms of a literary veri
sion of deterministic chaos; here the recursion generates a cultural uncertainty
that frees gender identity from static boundaries: "The Fon and Yoruba escape
the Western version of discursive sexism through the action of doubling the
double; the number 4 and its multiples are sacred in Yoruba metaphysics. Esu's
two sides 'disclose a hidden wholeness,' rather than closing off unity, through
the opposition, they signify the passage from one to the other as sections of
a subsumed whole."
While all four have hit ipon mathematical aspects of African fractals, none
of these authors have focused on representations of mathematical knowledge.
Mveng, the theologian, provides a theological interpretation. Fagg, the artist,
concludes with a comparison to D'Arcy Thompson's famous nature drawings.
Senghor, the statesman, sees his dynamic symmetry as a sign of cultural-and
thus national-identity. And Gates, as a literary critic, sees it as discursive tech-
nique. Surely my insistence on indigenous mathematics is no less an imposition
of seeing the world though my own lenses, but since that is no different from
the other explanations, why does ethnomathematics appear to be so much
more controversial? It is because a portrait of mathematical sophistication in
nonstate societies creates a strong conflict with the old ladder model of cultural
evolution, a model that is itself overdue for extinction.
Theoretical frameworks in cultural studies
I9I
Conclusion
So far we have outlined several theoretical frameworks that could raise prob
lems for African fractals. On the one hand, there are theories in which the
designs could be dismissed as unconscious biological or social process. On the
other hand, great care must be taken to avoid either inflated claims or a
mathematical version of negritude. With the exception of biological deter-
minism, none of the frameworks reviewed here are necessarily good or bad
There are cases in which mathematical anthropology is more appropriate
than the ethnomathematical approach, or when sameness is a better strategy
than difference, or when attention to ancient Egypt needs to supersede atten-
tion to sub-Saharan Africa-just as there are cases in which the opposite is
true. Our goal is not to find the one true final framework—-it does not exist--
but to keep a well-stocked toolbox and know how to pick the right tool for
the right job. Now that we are well prepared for constructive tasks, it is time
to move to politics.
CHAPTER
I2
The
politics of-
African-
fractals-
- Given the possible dangers in misinterpreting African fractals, how can we put
them to good use? Social theorists from many different disciplines have used two
mathematical concepts we have discussed, recursion and the analog-digital
dichotomy, in constructing their ideologies. Many theorics of communication have
assumed that there is some kind of universal ethical or social difference between
using analog signals and using digital symbols. Other theories have maintained
that recursion has some kind of universal ethical or social value. Both are ulti-
mately failures in the sense that ethics and values do not lie within mathe-'
matical distinctions. Yet they are also on the right track in that such associations
can be locally formed-it is just that different locations will result in different social
meanings. Such locally specified social attachments to fractals can be useful for
understanding cultural politics in Africa and beyond.
The politics of the analog-digital distinction
Jean Jacques Rousseau is often credited as a founder of "organic romanticism,"
the theory that the Natural is inherently hetter than the Artificial. Whether or
not this is deserved, Jacques Derrida (1974) takes him to task for proposing that
a natural/artificial difference can be found between different languages. Jean Jacques
I92
-
The politics of African fractals
Rousseau proposed that the "natural crys of animals," music, and "accentuation"
(that is, pitch intonation in the human voice) are all a similar type of com-
munication. In this I would tend to agree, since, instrumental music and human
pitch intonation are for the most part apalog representations and since he was
probably thinking of analog examples of animal communication (although
many animals, for example vervet monkeys, use digital communication as well).
Rousseau contrasted this to "articulation" in the human voice, by which he
meant the linguistic (and hence digital) parts of speech. But instead of seeing
the distinction as two different types of representation, one analog and the other
digital, Rousseau claimed that analog signals were not a form of representation
at all. In his view, digital versus analog was representation versus The Real. Music,
animal cries, and emotional intonation were somehow more natural and
authentic. Worse yet, he inflated this into a cultural difference, maintaining
that while European languages were largely based on (digital) articulation, the
language of the nobel savage was closer to nature.
One might hope that Derrida would correct the matter and point out that
analog signals are just as much a representation- just as much fakes, just as easy
to lie or tell truth with, and just as artificial-as digital symbols are. But he 100
failed to produce a balanced portrait. Derrida did insist that all human linguis-
tics is fundamentally digital (quite true), but he did not bother to say a word about
other modes of vocal representation. This error is due to Derrida's concern over
the authoritarian ideology that organic romanticism can produce. For example,
history is full of dictators who claimed that their ethnic group was the real or
natural one, and that others were artificial pollutants in their Eden. Rousseau
himself did not have such fascistic tendencies, but Derrida is right in pointing
out that organic romanticism-can alwäys be used in that-way, no matter who it
is coming from.' One need not panic so much, however, and banish analog sig-
nals from existence; it is enough to give them the same epistemological status
as digital symbols—no more and no less.
I have found this egalitarian view of the analog/digital distinction very dif-
ficult to promote; it seems that everyone has their own favorite view. When I spoke
to chaos theorist Ralph Abraham, for example, he explained that analog systems
were in his view the realm of spirit, the vibrations of Atman. Postmodern theory
maven James Clifford, to the contrary, insisted that only digital representation
is capable of the flexible rearrangements that constitute human thought. This
same battle has been played out in the history of African cultural studies. Dur-
ing the 196os, realism was in vogue, and what could have been a wonderful explo-
ration of the analog representation techniques in African culture was often
reduced to romantic portraits of the "real" and "natural," while African symbol
193
194
Implications
systems suffered from neglect. During the late 197os, this began to reverse
itself--with the advent of postmodernism, African cultural portraits became
increasingly focused on discourse and symbol systems, even at the expense of ignor-
ing analog representations.
It is important, however, to see how these restrictions have been contested,
particularly in black intellectual communities. Hooks (1991, 29) summarizes her
own reaction to romantic organicism: "This discourse created the idea of 'prim-
itive' and promoted the notion of an 'authentic' experience, seeing as 'natural'
those expressions of black life which conformed to a pre-existing pattern or stereo-
type." Rose (1993) describes the history of rap music, also arising in the mid-197os,
as not just a resistance to organic romanticism, but as a technocultural rebellion
that makes Derrida look like Gutenberg. Cornel West, Houston Baker, Hortense
Spillers, and Hazel Carby have made interventions in African American intel-
lectual discourse in similar ways, as have works of black science fiction such as
George Schyler's Black No More, Ralph Ellison's Invisible Man, Toni Cade Bam-
bara's The Salt Eaters, Samuel R. Delany's Dhalgren, and Octavia Butler's Xeno-
genesis trilogy. An egalitarian view of the natural/artificial dichotomy can be seen
in black intellectual history running from George Washington Carver's concept
of "God's Kingdom of the Synthetic" to Mudimbe's "Invention of Africa."3
Indeed, Carver and Mudimbe's concepts are quite similar; it is not Mudimbe's con-
tention that African unity lacks a spiritual bond, but rather a celebration of the
spirit of invention, which requires resistance to the European claim that spirit
can exist only in categories of the natural. African animism is marked by an extra-
ordinary acceptance of the religious significance of artifice,' from gris-gris to the
mojo hand, and its techniques for passing information through the physical
dynamics of sound and movement show that this faith in the power of analog rep-
resentation is not misplaced
The politics of recursion
While Derrida was trashing organic romanticism, Michel Foucault was attempt-
ing to do the same for humanism. His historical studies demonstrate that human-
ist goals of recursion-—to be self-governed, self-controlling individuals-are not
innocent; but rather develop historically in combination with various tech-
niques of social control. In an era where "self-management" usually means that
the corporation you work for has developed improved techniques for self.
exploitation, it is not hard to see what Foucault is getting at. As in the case of
Derrida's warnings against claims that analog representation will automatically
lead to more ethical living, Foucault warns against seeing recursion as a moral'
The politics of African fractals
formula. While African analog systems raise the problem of someone making
claims about what is more real or more natural, African recursion-especially the
recursive architecture of African settlements-raises the problem of humanist
claims. •
To see how this can be a problem, consider the following two case studies
of African architecture. Caplan (1981) studied the relation between housing and
women's autonomy in Tanzania. She described how the flexibility of housing
allowed women to create new homes if they wanted a divorce, or to extend old
homes if they wanted to shift the family structure. As in many African settle-
ments, this self-organized housing created a self-similar structure-fractals-which
allowed greater social self-control for women. When socialism brought mod-
ernization programs, this autonomy was threatened by the "improved" housing
design, which sometimes resembled concrete army barracks. Here one would con-
clude that fractal is better.
Stoller (1984) described a Songhai town in which a caste system ensured
• that the best land was voluntarily given over to the highest caste members. It
was not a matter of forcing people against their will, but simply unquestioned com-
mon sense that one should want to be located in their proper place. This frac-
tal, self-organized architecture was a form of self-exploitation. Eventually several
members of the community decided to break out of this oppressive structure by
building houses along the new highway. Thus liberation in this case meant
leaving the fractal geometry, and lining up in straight Euclidean formation— exactly
the opposite of the Tanzanian village studied by Caplan. Scoller's work ificely illus-
trates Michel Foucault's warning against simplistic humanist formulas: self-
determination is not necessarily liberating; it can serve to support social control
rather than resisi ic. Neither fractal nor Euclidean geometries have any inher-
ent ethical content; such meanings arise from the people who use them.
195
Colonialism and architectural fractals
René Descartes was not much of a humanist; in his view self-organized architecture
is junk. He makes this clear in his famous Discourse on Methodology:
(There is less perfection in works made of several pieces and in works made
by the hands of several masters than in those works on which but one master
has worked. Thus one sees that buildings undertaken and completed by a
single architect are commonly more beautiful and better ordered than those
that several architects have tried to patch up. ... Thus I imagined that people
who, having once been half savages and having been civilized only gradually,
have made their laws only to the extent that the inconvenience caused by crimes
196
Implications
and quarrels forced them to do so, would not be as well ordered as those who,
from the very beginning of their coming together, have followed the fundamental
precepts of some prudent legislator.
(1673, 12)
For Descartes, "self-organized" is synonymous with savages, the imperfec:
tion of both material and social structure. Lack of complete Euclidean regular-
ity means randomness: for "streets crooked and uneven, one will say that it is
chance more than the will of some men using their reason that has arranged them
thus" (p. 12). The lack of Cartesian coordinates in many African settlements would
thus evidence their need for the guidance of colonial reason. As Hull (1976) notes,
huge centers of urban life in Africa were indeed disregarded by Europeans as
"unstructured bush communities" on just these principles. While Timbuktu was
granted cityhood due to its grid pattern of streets, the Yoruba cities of equal pop-
ulation size and economic, technical, and labor specialization have been disre-
garded as merely giant villages due to their lack of Cartesian regularity.? Thus
fractal architecture was used as colonial proof of primitivism. This debate over
the urban status of non-Euclidean settlements continues in the postcolonial era
(see Schwab 1965; Lloyd 1973).
The occasional Cartesian linearity in African architecture threw a hitch
into this colonial justification. In 1871 the German geologist Carl Mauch "dis-
covered" the ruins of Great Zimbabwe. Stunned by the evidence of precise stone
cutting on a massive scale, he proposed that the buildings were not of African
design, but were instead due to the Queen of Sheba's visit to Solomon. The .
Rhodesian government used this explanation as a part of its propaganda against
Black rule (Macintosh and Macintosh, 1989). Actually, they had much less to
fear in the truth: the stone was not cut, but it naturally broke into linear
sheets (after heating) due to its geologic properties. Moreover, most of the out-
side walls were originally covered with smooth clay, creating a nonlinear set
of scaling shapes (which Connah [1987) refers to as "random curved forms").
This is not to diminish the remarkable technological skill of the construction,
but to point out that one culture's sign for "artificial" can he another's sign for
"natural." Euclidean versus fractal does not necessarily mean artificial versus nat-
ural; that, too, is culturally influenced.
During the development of colonial cities, the chaos of African architec-
ture was used as both symbol and symptom of European fears over social chaos.
Pennant (1983) provides an example of this concern about proper settlement geom-
etry in his examination of colonial development in Malawi: "The language of this
1930s policy discourse is significant. Medical experts wrote of 'investigations' show-
ing 'unquestionably' and of 'abundant proof.' ... Lay Europeans showed 'con-
cern,' 'alarm,'
and 'hortor.' Africans, with their 'primitive habits,' of "promiscuous
The politics of African fractals
defecation' formed a 'floating' or 'scattered' population in need of 'control' and
"supervision' in a 'properly laid-out village or location.'"
In the above case where "primitive" mixeswith modern, the fractal tradi-
tion was a threat. But kept in what colonialists thought of as its natural role, it
could make fractal settlements appear to benefit the colonial enterprise. The nov-
elist Karen Blixen (Isak Dinesen), in Out of Africa (1988), described her attempts
to lay out grids for African workers' houses on her ranch. They refused to follow
these linear instructions and fit their houses in patterns matching the irregular
configuration of the land. That such ecological fit could be quite efficient was not,
however, lost on the colonists. "The squatters' land was more intensely alive than
the rest of the farm, and was changing with the seasons" (p. 9). Architectural
fractals could be part of colonial romanticism as long as they ensured a supply.
of self-supporting workers.
Even in the case of social control, indigenous fractals could be utilized. British
coloniai policy, for example, at first failed in cases where there was a decentral-
ized network rather than a large hierarchy. This was approached in the case of
the Ibo with a system of "indirect rule" based on "warrent chiefs" (Isichei 1976).
The Ibo autonomy of self-organization was turned against them; in a sense it was
grass-roots colonialism. The architectural equivalent of this system can be seen,
in a manual for colonial-era housing designs from the Agency for International
Development (Hinchcliff 1946, 31). Here the Ibos' fractal settlement pattern (radial
houses around a center in each village, radial villages around the settlement cen-
ter) is tidied up to suit European conceptions of symmetry while retaining the
overall indigenous fractal structure.
I97
Fractals and racial redistricting
In the introduction to his seminal Fractal Geometry of Nature, Benoit Mandelbrot
examines some of the disparaging comments that were made about the early
fractal forms of Georg Cantor, Helge von Koch, and others. Rejected as "bizarre"
and "torturous," these "dragons" were consigned to the oddities section at the
end of the few math texts that would even consider them. Strikingly similar
language has been used to reject the outlines of voting districts that were
altered to include larger African American populations, and these do indeed
appear to be fractals (fig. 12.1).& Were the courts as mistakenly hasty to disre-
gard fractals as mathematicians were?
• The Euclidean shape of voting districts is not an arbitrary sampling—-this
could only be done by randomly selecting voters from everywhere in the state.
According to the 1993 Supreme Court ruling in Shaw v. Reno, it is meant to
198
Implications
BARROW
WALTON
NEWTOM
MONRCE
JONES
11
TALBOT
EMANAJEL
TAYLOR
EACIF
LAURENS
BIX.LOCK
TREUTLEN
MACON
CANDLER,
EFFINOH
tone
WHEELER
TOOMBS
BRYAN
FICURE
12.1-
Georgia congressional district xI in 1992
Similarity of irregular redistricting pattern can be seen at multiple scales.
(Original maps courtesy of che Carl Vinson Institute, graphic highlighes ly the author.)
designate a geographic locale in which "shared interests" inform the vote. The
objection to creating a district in which contours are "predominantly motivatel"
by race is that it creates a bias in the sampling of the geographic location. This
would certainly be the case if we were to take a random sampling, separated vor-
ers by ethnicity, and then designated those ethnic groups as the voting districts.
However, if some ethnic groups are distributed in Euclidean settlement patterns,
and others in fractal settlement patterns, then why consider Euclidean district
shapes to be unbiased, and fractal district shapes to be biased? I do not know if
African American housing distributions are more fractal than orhers-and
even if they are, I would not necessarily assume a cultural connection to African
The politics of African fractals
fractals -but the fact that we now know of societies in which fractal settlement
parterns are beautiful fusions of form and function suggests that we might
reconsider their potential role in American politics.
African fractals from cultural visionaries
Fractals and chaos theory have been increasingly mentioned in the humanities
as either a tool or an object of cultural analysis, but too often the approach of
these studies has left the impression of mathematical ink blots allowing writers
to see whatever they please. Lyotard (1984) saw fractal geometry as contribut-
ing to a "postmodern condition" whose contradictory nature would disrupt
auchoritarian certainty; a more cautious version of this thesis is floated in Deleuze
and Guattari (1987). At least two authors (Steenburg 1991; Argyros 1991)
have argued that fractals and other branches of chaos theory have created a direct
challenge to postmodernism, integrating the disruptions it created. Porush
(1991) and others insist that "deterministic chaos" is attempting to substitute
a feeling of free will for fatality? Sobchack (1990) suggests that it implies "an
embrace of irresponsibility in a world already beyond control." When Sobchack
cites Peitgen and Freeman in her condemnation of chaos theory as a denial of
"the specificity of human embodiment and historical situation," I can't help but
think of Peitgen's fractal geometry course at the University of California at Santa
Cruz, where he commented on German mathematicians who altered their
careers to oppose Nazi anti-Semitism or support peace efforts; or of Freeman's
(1981) use of Martin Luther King in his discussion of chaos in neurophysiology.
How can we critique the work of chaos theorists as lacking historical specificity
and embodiment if we ignore their own histories and bodies?
Hayles's Chaos Bound (1990) took a more subtle approach. Like Porush and
others, Hayles's literary method allows her to glide far too easily between un-
related ideas; by the time she has tossed together quantum theory, entropy, and
Gödel's theorem with deconstruction and "holism," one can only conclude that
any complicated idea can be a metaphor for any other complicated idea. But her
derailed analysis of literary works, showing deep parallels berween self-reflexive
writing and self-referential mathematics, suggests that when grounded in specific
locations the fusion of fractal geometry and cultural interpretation can be pro-
foundly rewarding.
Paul Gilroy makes explicit use of fractals in his portrait of the diversity and
lynamicism with which both traditional Africa and the African diaspora have
organized their cross-cultural flows. The recursive construction of his Black
Atlantic can be seen, for example, in this quote from James Brown on a visit to
199
200
Implications
hear Fela Kuti in Nigeria: "[Bly this time he was developing Afro-beat out of
African music and funk. His band had a strong rhythm; I think Clyde picked up
on it in his drumming, and Bootsy dug it too. Some of the ideas my band was get-
ting from that band had come from me in the first place, but that was okay with
me. It made the music that much stronger" (1993, 199).
Gilroy cites the impact of the Virginia Jubilee Singers on tour in South
Africa in 1890, the return of slaves from Brazil to Nigeria, the Rastafari culture:
in Zimbabwe, and other examples of "mutations produced during its contingent
loops and fractal trajectories." Perhaps his most radical move is a claim for dias-
poric mixing with jewish culture-- W.E.B. Du Bois passing for a jew to main-
tain safety in Eastern Europe, the use of the Exodus theme in Martin Luther King,
Jr., and Marcus Garvey, and E. W. Blyden's childhood in a Jewish commu-
nity. !O The fractal imagery works in many different ways for Gilroy-from the
turbulent metaphor of hybridity to the concrete description of ships' paths
and travelers' routes (or "roots/routes" as he puts it). 11 While music is, with-
out doubt, Gilroy's strongest example, he does slip into the problematic labels
of representational versus "nonrepresentational" rather than digital versus
analog, 12 but he makes it clear that the music reverberating across his Black
Atlantic is neither pure nor natural.
While Gilroy is primarily focused on fractals as spatial representations of
blurred boundaries, he also briefly mentions their potential for "a striking
image of the scope of agency within restricted conditions" (1993, 237028); that
is, the ability for geometric expansion within bounded space becomes an anal-
ogy for oppositional political expansion in human bondage. The metaphor is car-
ried to a more exacting relationship in Gary Van Wyk's study of Sotho-Tswana -
murals under the apartheid system of South Africa. Van Wyk (1993) found that
the litema, or the house painting patterns of the Socho-Tswana women, utilize
alternations of irregularity and regularity at several scales, sometimes resulting
in a resemblance to fractal patterns. Noting that the scaling is associated with
the geometric structure of flowers, and flowers with the regenerative power of
women (both spiritually and in social struggles), Van Wyk's ethnography con-
cludes that the murals expressed political opposition to apartheid by providing
a visual analog in which "a woman can be secretive while at the same time hid-
ing nothing" (Deleuze and Guattari 1987, 289-290).
Although the word "fractal"
is nowhere mentioned in his text, Anton
Shammas's novel Arabesques (1988) is an exemplar of nonlinear insight and recur-
sive cultural commentary. Heaver (1987) analyzes the novel through the North
African artistic form of the "arabesque," and shows how Shammas has used this
fractal to sustain the cyclic time and multiple identities required to articulate a
118
RAMLES
MOSQUE
PASKA
Mosque
GOGUE
i25
128
3.8
MasQue
130
3.
TOMOR
"MOUSH
НафЕ
133
132
Pos,
OFFICE
MaSqUE
EU
134
ASQUE
135
136
(CH. SIKKET
137
138
7
FIGURE 12.2
Religious institutions in the map of Cairo, 1898
139
202
Implications
political flexibility crucial to the survival of cultural diversity. "As an 'Israeli Arab,'
Shammas is a member of a minority group-but as a Christian, he falls outside
the Islamic mainstream of the minority.... On the other hand, he writes in
Hebrew, the language of the dominantly Jewish culture, which is itself a minor-
ity within the predominantly Arab Middle East" (p. 49).
Such recursive nesting is emphasized throughout the temporal flow,.
narrative structure, and conceptual dynamics of the novel. Heaver suggests that
the "nonmimetic geometrical abstractions of the arabesque" are a spatial model
for Shammas. He notes that in part these cyclic reentries act to negate one
another; undermining, for example, the fruitless argument of "I was here first."
But negation is not the only meaning behind the arabesque, as Heaver points
out in a passage that ties Islamic social structure to analog representation,
recursion, and the scaling properties of fractals.
The arabesque does not serve only a negative, critical function; it also bears a
positive, utopian message. It acts as an analogue, in the area of visual arts, to
the position of Islamic "contractualism" in the social sphere.... In contrast
to western corporativism, with its preference for hierarchical structures in
which a limited number of conclusions are drawn from a limited number of
premises (on the model of geometry), the cyclical rhythms of the arabesque could
well be said to characterize an "indefinitely expandable" structure. The
arabesque provides a framework within which it becomes possible to reduce the
apparently "chaotic variety of life's reality" to manageable proportions, yet with-
out "arbitrarily setting bounds to it."
(Heaver 1987, 61)
Clearly, when Heaver refers to the limiting dangers of a "model of geom-
etry" he is thinking of Euclidean structures; it is the fractal geometry.of.the
arabesque which conveys the hopeful message of Shammas. In chapter 2 we
examined the arabesque branches of streets that appear in a map of Cairo, Egypt.
In another section of this map (fig. 12.2), a wide diversity of religious insti-
tutions flower at the ends of these branches, attesting to the positive poten-
tial of fractals in cultural politics.
.'
CHAPTER
13
Fractals-
-in the
-European
-history of
mathematics
- Anthropologists have recently taken an increasing interest in the cultural analy-
sis of Euro-American societies. In part this is a reaction to the many decades of
focus on indigenous societies, as if their behavior required explanation while that
of Europeans was self-evident. At frst this "reflexive ethnography" sounded like
an ingenious way to turn tables on some very troubling aspects of anthropolog-
ical authority, but it too has drawbacks. Occasionally one suspects a hidden sigh
of relief from anthropologises who decide they can place themselves on the cut-
ring edge by "studying their own tribe" (just as cyberethnography sometimes seems
suspiciously convenient). Nevertheless, there is an important place for anthro-
pological studies of Euro-Americans. It would be an unbalanced portrait if we were
to see African fractals in need of cultural analysis, and Western fractals as merely
self-evident mathematics.
A cultural history of European fractals
Ancient Greek philosophy is often remembered for Plato's rational realm of
unchanging, static forms. But in the history of mathematics, it is important to
consider other intellectual currents in that society, in particular the paradoxes
of the philosopher Zeno of Elea and the discovery of irrational numbers by the
Pythagoreans.
203
204
Implications
According to ancient historians, Pythagoras of Samos gathered knowledge
in Egypt and Babylon in the sixth century B.c.e. and established a secret soci-
ety in Magna Graecia (what is now southeastern Italy). His disciples. includ-
ing one of the first recorded women mathematicians, Theana, swore an oath
to maintain strict dietary regulations, secrecy, and a religious faith in numbers.
The Pythagorean cosmology was a harmonious unity based on whole numbers
(1, 2, 3 ...) and their ratios (fractions such as 2/3, 5/2, etc.). From the motion
of heavenly bodies to the laws of music, they found increasing evidence for their
arithmetic religion. But at some point-and much ink has been spilled in the
date debate-came the discovery of what they termed alogos, the "irrational"
numbers (a name that we have kept to this day). Unlike whole number ratios,
which either terminate (5/2 = 2.50000 ...) or repeat (13/11 = 1.181818...),
irrational numbers, such as the square root of two (1.41421356...), continue
to change forever. They cannot be expressed as the ratio of two finite integers;
as geometric magnitudes they are "incommensurable lines." The most plausible
origin for the Pythagorean knowledge of irrationals is in an attempt to deter-
mine the diagonal of a pentagon. If you wish to determine the ratio of diago-
nal to sides for a regular hexagon, it is quite easy, because all diagonals intersect
in the center. But the diagonals of a pentagon just form a smaller pentagon. Since
the same operation can be repeated again and again, an irrational number is
exposed.' This "irrationality" in the heart of their spiritual practice was too much,
and members of the group agreed not to reveal this secret on pain of death.
Zeno of Elea (fl. ca. 450 в.c.E.), a disciple of Parmenides, provided a
series of paradoxes that also conflicted with the numerical faith of the day. His
most famous example is a race between Achilles, the fleetest of runners, and a
tortoise. Allowing the tortoise a sporting chance, Achilles gives it a consider-
able lead (let's say 100 feet). But by the time he caught up to the place where
the tortoise began, it had already advanced 10 feet. By the time he gained that
distance, the tortoise has crept forward one foot. Zeno concluded that although
experience proves otherwise, logically the tortoise should win the race. Back in
450 B.C.E., these paradoxes of infinity (and infinity's flip side, the infinitesimal)
were unnerving, even shocking to philosophers who depended on rationality as
the gateway to religious perfection.
In Plato's philosophic cosmology, spiritual perfection was seen as the higher
level of transcendent stasis, and illusion and ignorance were the result of life in
our lower realm of changing dynamics ("flux," which in ancient Greek also
means "diarrhea"). Several of Plato's students attempted to improve the match
between the characteristics of mathematics and the requirements of the static
realm. Eudoxus proposed to eliminate irrationals by redefining "ratio," and
Fractals in the European history of mathematics
Xenocrates introduced a doctrine of indivisibles to oppose Zeno's paradoxes. Aris-
totle, noting that infnity + infnity = infinity, suggested that this "self-annihi-
lating" characteristic could be eliminated by restricting reference to infinity as
a limit to be approached, rather than as a thing itself, a proper object of mathe-
matical inquiry?
The Platonic reform was quite successful, and as a result inathematicians
in the following centuries paid littie attention to the kinds of recursion that led
to Zeno's troubling infinite regress. One early exception was that of Leonardo
Fibonacci in the twelfth century. He introduced the first recursive series shown
to be of use in modeling the natural world. In chapter 7 we saw that the Fibonacci
series appears to have been utilized in the temple architecture and weight bal-
ances of ancient Egypt. There may actually be a connection between the two.
While little biographical material is available, Gies and Gies (1969) and other
sources have put together a good account of what life was probably like for
young Leonardo of Pisa. Following schooling in Pisa, in which arithmetic was
largely based on the Latin writings of Boethius (circa 500 c.E.), Leonardo's
father sent for him from the North African city of Bugia (Bougie). There he learned
the Indian place-value notation (probably through Arabic sources). He was
inspired by this innovation and traveled along the Mediterranean to Constan-
rinople, Egypt, Syria, Sicily, and Provence, collecting mathematical knowledge
from both scholars and ordinary merchants.
The resulting text, Liber Abaci (Book of the Abacus), has a strong Islamic
influence. Levey (1966), for example, shows that many of abu Kamil's sixty-nine
problems can be found in Leonardo's text. But the Fibonacci series, introduced
unobtrusively as the solution to a problem in rabbit population growth, does not
have a known Islamic counterpart. Perhaps it is simply an independent inven-
tion, but if the weight balance system was in use at that time, Leonardo could
have easily picked it up from a merchant during his travels in Egypt. And it is
possible that through its religious use in ancient Egypt the series had retained
some significance as an item of sacred or mystical knowledge and was thus trans-
mitted through scholarly contact.
Gies and Gies (1960, 61) nore that Leonardo's practice of reducing all frac-
tions to 1 in the numerator "went back to ancient Egypt, and perhaps derived
from the fact that fractions were regarded less as numbers in their own right than
as signs of division." Boyer (1068, 281) suggests that the Liber Abaci problem with
recursive nesting of sevens ("Seven old women went to Rome, each woman had
seven mules; each mule carried seven sacks..") originated in its ancient Egypt-
ian counterpart (Rhind Mathematical Papyrus problem #79). And Fibonacci does
provide a narrative statement of the recursive construction, highlighting the
205
206
Implications
same self-generating aspect of the series that would be emphasized by the ancient
Egyptian belief system.
If this influence (whether merely contextual or direct) does in fact exist,
it should not detract from the genius of Leonardo's work. His"general solution
for finding "congruent numbers" for squares has been hailed as "the finest piece
of reasoning in number theory of which we have any record before the time of
Fermat." But when it comes to the use of the Fibonacci series in the contem-
porary history of mathematics (cf. Brooke 1964), there is actually no evidence
of a direct contribution from Fibonacci himself. By all accounts, German
astronomer Johannes Kepler rediscovered the series independently in 1611, and
it was only in the mid-r8oos, with the formal publication of Liber Abaci, that'
French mathematician Edouard Lucas found the Pisan historical predecessor and
named it accordingly. This fact has received little attention, and most texts pres-
ent Fibonacci's discovery as if it were in a direct intellectual line of descent
rather than an honorary title given to a well-deserving but disconnected ante-
cedent. Fibonacci himself seemed unhesitant about the multicultural contri-
butions to his work; the first sentence of Liber Abaci states, "The nine Indian
figures are ...." No doubt he would have been quite content attributing the
series to originators of any heritage.
Fibonacci's series was simply unbounded growth; there was no introduc
tion of the infinite except in ways that Aristotle would have approved. The sev-
enteenth century brought attention to the concept of the "infinitesimal"
(revived from its Greek banishment in Kepler's Stereometria (r615)), and con-
vergence to a limit as infinity is approached (e.g., the algorithms for generat-
ing pi); bui infinity would still exist only as a never-reached orientation rather
than a legitimate object of study. The Aristotelian voice could still be heard in
1831, when mathematician Carl Friedrich Gauss (1277-1855) cautioned his friend
Schumacher against infinity: "I must protest most vehemently against your
use of the infinite as something consummated, as this is never permitted in mathe-
matics. The infinite is but a façon de parler, meaning a limit to which certain
ratios may approach as closely as desired when others are permitted to increase
indefinitely." But Gauss's distinction was short-lived. As we saw in chapter 1,
the work of Georg Cantor, which had produced the first fractal, the Cantor set,
ended the Aristotelian view on infinity. Like Fibonacci, Cantor too may have
had some non-European influence in his work.
The Cantor set (fig. 13.1a) was his visualization of transfinite number
theory. It shows the interval of zero to one on the real number line, and indi-
cates that the number of points is not denumerable--that is, greater than infin-
ity. But at the time, pure mathematics was only one of Cantor's concerns. His
Fractals in the European history of mathematics
real fascination was in the theological implications; the increasing classes of infin-
icy he discovered seemed to point toward a religious transcendental. Cantor's biog-
raphers differ greatly on the cultural signifcance of this point. E. T. Bell felt that
Cancor's Jewish ethnic origin ruled his life, and he made several remarks about
the inheritance of personality traits-particularly disturbing in light of his
207
11
11
11
| |l
|I H
FIGURE 13-1
The Cantor set
(a) The frst fractal, created by Georg Cantor in 1877. (b) This design is found on the top of
culumos in the temples of ancient Egypt. Georg Cantor's Rosicrucian beliefs and his cousin Mortiz
Cantor, an expert on the geometry of Egyptian art, may have put him in contact with this Egyptian
design.
(bi from Fourier 1821 .)
208
Implications
remarks on Cantor's arch rival, the Jewish mathematician Leopold Kronecker:
"There is no more vicious academic hatred than that of one Jew for another when
they disagree on purely scientific matters. When two intellectual Jews fall out they
disagree all over, throw reserve to the dogs, and do everything in their power to
cut one another's throat or stab one another in the back" (Bell 1939, 562-563).
Another Cantor biographer, J. W. Dauben, says that since Cantor's mother
was Roman-Catholic "she was by definition non-Jewish, thus it follows that Georg
Cantor was not Jewish, contrary to the view which has prevailed in print for many
years" (Dauben 1979). Nazi scholars solved their worries by spreading a story
that Cantor was found abandoned on a ship bound for St. Petersberg (Grattan-
Guiness 1971, 352).
Actually Cantor's Jewish identity was quite complex. His family had indeed
converted to Christianity, but he was well aware of his heritage. He referred to
his grandmother as "the Israelite" and wrote a religious tract that attempted to
show that there was no virgin birth, and that the real father of Jesus Christ was
Joseph of Arimathea. Cantor eventually joined the Rosicrucians, whose mysti-
cal/scientific approach to a supposed Egyptian origin for all religions probably
appealed not only to his intellectual interests, but also to his syncretic ethnic-
ity. Cantor chose a Hebrew letter as his new symbol: the aleph, beginning of the
alphabet, was used to represent the beginning of the nondenumerable sets.
While his biographers argued Jew or not-Jew, off or on, zero or one, Cantor him-
self proved that the concinuum from zero to one cannot be delimited by any sub-
division process, no matter how long its arguments.
Given Cantor's Rosicrucian theology and the proximity of his cousin
Moritz Cantor—at that time a leading expert in the geometry of Egyptian art
(Cantor 1880)—it may be that Georg Cantor saw the ancient Egyptian repre-
sentation of the lotus creation myth (fig. 13.1b), and derived inspiration from
this African fractal for the Cantor set. We may never know for certain, but the
geometric resemblance is quite strong.
As noted in chapter 1, Cantor's mathematics was considered utterly imprac-
tical; it was not until Benoit Mandelbrot that fractal geometry became useful to
science. Mandelbrot reports that his inspiration came from a study of long-term
river fluctuations by British civil servant H. E. Hurst. Hurst examined the flood
variations over several centuries and concluded that it could be characterized in
terms of a scaling exponent. Later, Mandelbrot realized that this was the same
scaling mathematics that the "remarkable curves" of Cantor and others described.
But where did Hurst find a reliable source for several centuries of flood data? Hurst
lived in Egypt for 62 years and was able to demonstrate long-term scaling in Nile
flood records because of the accurate "nilometer" readings going back fifteen cen-
Fractals in the European history of mathematics
turies. Artempts to find patterns in the floods are quite ancient in the Nile val-
ley; in some ways, Hurst and Mandelbrot were simply the latest-and most suc-
cessful--participants in that search.
209
*>=
Recursion and sex: a cross-cultural comparison
Throughout the exploration of African fractals, we failed to find any one cultural
feature that was persistently associated with these forms. They ranged from
practical construction techniques to abstract theological icons, from wind-
screens to kinship structures, from esthetic patterns to divination rechniques. There
is no singular "reason" why Africans use fractals, any more than a singular rea-
son why Americans like rock music. Such enormous cultural practices just cover
too much social terrain. At best we can make a lower-dimensional projection of
such high-dimensional dynamics, the silhouerte that appears given one partic-
ular axis of illumination. This section will focus on the relation between recur-
sion in mathematics and sexuality in culture. Sex is convenient in that other
researchers have developed African-European comparisons, and that sexual
reproduction is often connected to recursive concepts.
Taylor (1990) describes sexuality in Rwanda as based on the concept of a
"fractal person" in which society is perceived "not in terms of monadic individ-
uals but in terms of ... structures of meaning whose patterns repeat themselves
in slightly varying forms like the contours of a fractal topography" (p. 1025). His
analysis on expressions of this sociality in terms of the circulation of fluids is used
to examine the failure of programs to encourage condom use. Carolyn Martin Shaw
(1980, 1905) analyzes Kikuyu sexuality in related ways and provides an illumi-
nating contrast to European sexuality. Using Foucault's critique of humanism, Shaw.
challenges the usual portrait of European sexual repression and African sexual
license. She demonstrates that in both cases, the social system controls sexual
behavior, but while the European locus of control is in the privatization of plea-
sure, the Kikuyus's sexual regulation occurs through public expressions of plea-
sure and "sociality of individual conscience." For example, she highlights the
practice of ngweko, in which teenagers wrap themselves with a few leather strips,
oil their bodies, and engage in a public display of sexual behavior. From a Euro-
pean point of view this sounds like an unregulated orgy, but Shaw found that the
practice was a method of preventing teenage pregnancies and channeling the teens'
sexual desire into socially approved forms.4
When we look at many African fractals we can see an emphasis on sexu-
ality in terms of reproduction. The self-similarity of the Bamana chi wara ante-
lope headdress and merunkun fertility puppet, the self-generating Dogon
210
Implications
cosmology, the cyclic kinship iconography of the Mitsogho, Fang, and Baluba,
the iterations of birthing in the Nankani architecture, and many other cases of
recursion are closely ried to sexual reproduction. Thus one contributing factor
to the African mathematical emphasis on recursion could be this African con-
struction of sexuality through positive public domain expressions.
The European counterpart of Shaw's theory would predict the opposite, and
indeed we find that the banishing of infinite regress in the Platonic reform was
closely tied to a kind of sexual prohibition. In Plato's Symposium, Socrates
explains that there is a hierarchy of reproduction. Love between a man and a
woman will only result in a flesh child, a creature of flux who will eventually die,
at best producing more flux. Love between a man and a boy (lover and beloved)
is higher, because it can result in raising the boy to a higher plane--that of a
philosopher. And a philosopher can have a "brain child," a perfect idea that never
changes or dies. The Platonic ideal of static, eternal perfection conflicts with the
ever-changing dynamic of sexual reproduction. The Greek preference for the sta-
tic shape of the Archimedean spiral suggests this Platonic ideal, just as the
growing shape of the logarithmic spiral suggests the African emphasis on fertil-
ity and reproduction. Of course, this is a gross generalization; there are, for
example, plenty of Archimedean spirals in African designs. Conversely, European
mathematician Jacobo Bernoulli was utterly dedicated to the logarithmic spiral
and specified that one would be engraved on his tombstone. But the stone cut-
ter did not go against the grain of his culture; Bernoulli's grave is still marked with
an Archmedean spiral (fig. 13.2).
It would be dangerous to suggest that there is an ethical difference at
stake here, as so many organic romanticists have maintained. Again, there is no
historical evidence for a consistent relationship between mathematical distinc-
PHUY DESIDERATISS
HEM. P
FIGURE 13.2
Bernoulli's tombstone
Although Bernoulli asked for a logarithmic spiral to be
inscribed on his tombstone, the engraver was apparently
only familiar with the linear spiral.
(From Maor 1987, courtesy Birkhäuser Verlag AG, Basel,
Switzerland.)
itly
Fractals in the European history of mathematics
tions and the ethics of their users. Some strictly linear, logical thinkers like Bertrand
Russell and Noam Chomsky have been famous for their progressive ethical
standpoints, just as some holistic organicists have been prone to fascism. And
of course vice versa. What does count for ethics is how people are able to use mathe-
matics in the particular events and ideas that surrounded their life. With that
in mind, let's look at three of the innovators who brought recursion into Euro-
pean computational mathematics.
The story of Ada Lovelace is well known in computing science history. Her
fame stems from her writings in x843 on the mathematical possibilities of
Charles Babbage's proposed "analytical engine"— a plan for a mechanical digi-
tal computer. Lovelace is often promoted as a recovered feminist ancestor, a posi-
tion that tends to overestimate her achievements and obscure her own thinking.
Against these reductive portraits, Stein (1985) has written a detailed, critical exam-
ination of Lovelace that reveals a much more interesting and complex story than
the popularizations have allowed
Lovelace's mother was always worried that she might have inherited the
notorious sexual proclivities of her father, Lord Byron. Her childhood revolved
around strictly prescribed educational activities, and at times she was forced to
lie perfectly still, with bags over her hands to ward off any "wildness.". This repressed
upbringing eventually inspired rebellion in the form of an attempted elope-
ment, but the failed affair left her humiliated and repentant. She wrote to a fam-
ily friend, William King, requesting mathematical instruction as a cure for her
sinful impulses. King agreed, sending her both mathematical and religious texts.
But despite her declarations to apply her mathematical imagination "to the
greater glory of God," she turned away from the moralizing of King to the more
glamorous social company of Babbage and his famous "thinking machines."
Babbage's motivations were far removed from King's religious intellectu-
alism. He was primarily concerned with economic and scientific progress. This
switch from King to Babbage was an act of independence, and Lovelace began
to turn her imagination loose. While pursuing a much more intense area of mathe-
matical study, her religious thinking also took an expanded turn. She began to
describe herself and her work in terms of magical imagery: the mechanisms of sym-
bol manipulation were "mathematical sprites," and she advised Babbage to allow
himself to be "unresistingly bewitched" by "the High Priestess of Baggage's
Engine."
Stein also notes that it was actually Babbage who first drew up the "table
of steps" constituting the first computer programs. Babbage was having diffi-
culty obtaining funding for his work, however, and realized that Lovelace's social
• position and notoriety-both as the daughter of Byron as well as a "Lady of
21I
2I2
Implications
Mathematics" —could be put to his advantage. The reputation of Lovelace as
the originator of programming stems from this public relations ploy of Babbage.
There was, however, one table for which Ada was wholly responsible: the
recursive generation of a sequence known as the Bernoulli-numbers. Moore
(1977) states that this table used recursive programming. Huskey and Huskey
(1984), apparently referring to this claim, suggest that this is a confusion with
Lovelace's description of mathematical "recurrence groups" and note that the
term "recursive programming" generally refers to a procedure that calls itself"
(i.e., self-reference) impossible for Lovelace since her code had no procedures.
But they also note that Lovelace introduced a new code notation to describe
what she referred to as "a cycle of a cycle," which would be equivalent to the
recursive structure of nested iteration in use today.
Significantly, this iterative recursion was the one program for which Bab-
bage claimed credit: "We discussed various illustrations that might be introduced:
I suggested several, but the selection was entirely her own. So also was the alge-
braic working out of the different problems, except, indeed, that relating to the
numbers of Bernouilli (sic], which I had offered to do to save Lady Lovelace the
trouble" (quoted in Stein 1985, 89).
The appropriation may have been anticipated by Lovelace: Stein notes that
• in the letters concerning this program, Lovelace is atypically vague--she had
always been overdependent on Babbage for mathematical specifics—-and spec-
ulates that the vagueness was a deliberate move to protect her iterative inno-
vation. Many feminists have written about male envy of women's reproductive
capacity, and there might well be a parallel in Babbage's appropriation of
Lovelace's recursive achievement. But the organicist versions of such analyses
portray the conflict in terms of women being more natural or embodied, and men
being more artificial or abstract. In this story of male womb envy and the pro-
tective mother, it is the digital abstraction of recursion, not concrete embodi-
ment, over which the struggle is fought. The birthing metaphor was mentioned
by Lovelace herself; the finished programming study was "her first child." Con-
trary to Plato, sexual reproduction is not in opposition to the abstract realm of
mathematics; Lovelace used her mathematics to rebel against attempts to limit
her to a repressive femininity and used this artificial sexuality-a bewitching
high priestess, jealously guarding her programming progeny—to develop the first
computational recursion.
In the discussion of the mathematical theory of computability in chap-
ter 1o, we noted that the set of "primitive recursive functions," developed by
Rozsa Pèter, had the greatest computing power short of a Turing machine.
Unlike Lovelace, Pèter's capability as a mathematician is uncontested; in fact,
Fractals in the European history of mathematics
she is widely regarded as "the mother of recursive function theory" (Morris and
Harkleroad 1990). But she, too, implied that parallels existed between her
gender identity and mathematics; maintaining that women could provide a spe-
cial insight that men could not (Andréka 1974, 173). Since we know that, as
a mathematician, she would not be thinking of this special insight as being more
concrete or less logical, it may be that Pèter also made connections between sex-
ual reproduction and recursion.
Following Pèter's class of primitive recursive functions, one reaches the upper
limit of recursive power in the Turing machine. Alan Turing's contributions were
not only in the mathematical abstractions of computing, but in its application
to artificial intelligence as well. In his classic paper titled "Computing Machin-
ery and Intelligence," he proposed what is now called the Turing test. At first,
most definitions of machine intelligence were based on a particular task or
behavior (e.g., chess playing). But as the field of artificial intelligence (AI) has
developed, these have shown to be increasingly inadequate, and the Turing test
is widely regarded as the most reliable definition for Al (in fact, yearly Turing
tests are now held, with no machine winners thus far).
Turing begins by describing a game in which a man and a woman are
behind a door and answer questions from an interrogator by written replies. The
interrogator must determine who is the man and who is the woman; both must
try to deceive him in their answers. Turing then suggested replacing one person
with an Al machine; the Turing test holds that if the interrogator cannot dis-
tinguish person from machine, then one has created true machine intelligence.
Turing's biographer, Andrew Hodges, suggests that this "imitation game" was
inspired by Turing's own life: struggling to define his identity as a homosexual
in a homophobic society. Both the Turing machine's ability to imitate other
machines and this game of cognitive imitation echo she social experience of gays
who live in a community where they must pretend to be someone they are not.
And to some extent, the endless self-reference of metamathematics was Turing's
hiding place from the antigay world surrounding him. But the sexual guessing
game on which the Turing test was based worked against such normative
gender restrictions: it suggested gender as something more fluid, less fixed—a
feature which the virtual communities on the Internet have started to demon-
strate (ef. Stone 1995; Turkle 1995). Douglas Hofstadter (1985, 136-167), a mod-
ern master of recursion, has also written about the potential for a more fluid gender
identity in digital dynamics.
Mathematics had a double meaning for Turing. It was both an emotional
shield, a closed world of endless interior self-reference, as well as an opening into
consciousness and community. In the end, this desire for opening killed Turing:
213
214
Implications
during a robbery investigation he admitted his homosexuality to police detec-
tives and was arrested and forced to submit to hormone treatments. This even-
tually drove him to suicide. It was a tragic fairy-tale ending: he killed timself by
eating an apple dipped in poison. Hodges writes about this death in terms of the
double meaning that mathematics had in his life. "Lonely consciousness of self-
consciousness was at the center of his ideas. But that self-consciousness went
beyond Gödelian self-reference, abstract mind turning upon its abstract self. There
was in his life a mathematical serpent, biting its own tail forever, hut there was
another one that had bid him eat from the tree of knowledge."
In Africa these two serpents are one; sexual reproduction exists in the same
public realm as social intercourse. That is one possible reason why we see recur-
sion--the snake that bites its own tail--so prominently emphasized in African
fractals, and a possible explanation for why these pioneers of recursion in Europe
happened to be people who took issue with sexual repression. That's not to say
there is a deterministic link between the two. In analog feedback theory, for
example, we see both anti-authoritarian feminists, like Norbert Wiener (Heims
1984), as well as authoritarian prudes like Howard Odum (Taylor 1988). Mathe-
matics is not a mere reflection of personal interests, nor is it an abstraction that
is entirely divorced from our lives. We make meaning for ourselves out of what-
ever metaphors—-technical or otherwise—-we find useful; conversely, personal
meanings can often inspire new technical ideas.
While recursion is prominent in African fractals, it has been less so in Euro-
pean fractal geometry.® In the historical appendix to The Fractal Geometry of
Nature, Mandelbrot provides an erudite history of mathematical developments
that led to his work; recursion is never mentioned. Even when recursion does... -..
come up in the fractal geometry literature, the treatment is typically informal
or cursory. For example, Saupe (1988, 72) merely notes that "in some cases the
procedure can be formulated as a recursion."? Similarly, the fractal time series
produced by deterministic chaos is rarely regarded as the product of feedback
loops, and in one of the few studies that is focused on this relationship, Mees
(1984, 101) merely states that "chaos is certainly possible in feedback systems."
On the contrary, it is not that chaos is possible with feedback, but that chaos
is impossible without it.
It would be inaccurate to say that European mathematics has disregarded
recursion in general, and perhaps the observation I am making is simply due to
disciplinary specialization; there is no reason why someone studying applications
of graphics to analysis and mensural theory should necessarily be thinking about
Turing machines or recursive functions. But it is precisely this lack of necessity
in mathematics that is so easily forgotten in a discipline where certainty goes
Fractals in the European history of mathematics
beyond that of any empirical science imaginable. Mathematics is both an inven-
tion and a discovery. We discover the constraints inherent in the fabric of space
and time, constraints that are the stuff of which our universe is composed. But
mathematics does not stop there. The constraints are not just negations, but rather
the building blocks with which further mathematics is constructed. And like any
construction, there are choices to be made, decisions about how these building
blocks are to be connected, interrogated, and deployed in further discovery.
This is where the human side of mathematics enters the picture, especially that
most human of endeavors, culture. Conversely, culture is not mere whim, a
purely subjective matter of choosing favored social practices. This is where the
mathematical side of humanity enters the picture, for we are only free to con-
struct culture within the constraints of the universe in which we live. Neither
mathematics nor culture should be viewed as firmly fixed on the universal/local
divide; there are divisions within divisions never ending.
215
CHAPTER
14
-Futures-
for
African
fractals
- Most anchropologists have long abandoned the tendency to create a frozen
"ancient tradition" in defining indigenous society; change and synthesis are
now integral parts of the cultural portrait. So, too, with African fractals; they are
necessarily as much of the future as they are of the past.
Fractals in African contemporary arts
There are many works of modern African professional art which incorporate
aspects of fractals, spanning a wide range of cultural viewpoints. At the National
Museum in Yaoundé, Cameroon, one can see organic romanticism in Nyame's
paintings of logarithmic spirals morphing into people. The double-sided post-
modern metal sculptures of Legba in Benin, by artists such as Kouass, show a
cyborg' trickster whose traditional bifurcating abilities are rendy for the
binary codes of new technologies. In East Africa, painter Gebre Kristos Desta
produces nonlinear scaling circles he describes as pure abstractionism (Mount
1973, 118). African fractals continue to evolve. Besides being present in pro-
fessional studio art, fractals have also appeared in large-scale public art works,
such as on the facade of the University of Dakar library (fg. 14.1). This scaling
design, in which the alternation of painted rectangles at the small scale
216
Futures for African fractals
217
07020000
FIGURE 14.1
The library of the University of Dakar
This design makes use of both self-similarity (the vertical alternation of painted rectangles looks
like the alternation of buildings) and nonlinear scaling (the rectangle width decreases rapidly as
you go toward the center).
matches the alternation of the building walls at the large scale, is reminiscent
of certain African fabrics.
One of the most active areas of today's African art comes not from pro-
fessional studios, but rather from the undistinguished sellers of tourist art.
Tourist art was formally disregarded in the professional art world, but cultural
studies have increasingly shown chat this is a dubious position. First, neither
the "traditional artist" creating royal works for a king, nor art students trying
to please their instructors, nor even professional studio artists who must also
be concerned with sales are completely free to create whatever they wish, so
there is no reason to single out the creators of tourist art for being constrained.
Second, opportunities for professional studio artists are few, and the tourist
market creates a large number of economic opportunities; it seems suspicious
to disregard this vibrant activity in favor of a tiny elite. And finally, as Cullers
(1981) notes, tourism is not the opposite of authentic culture, rather tourism
creates authenticity.
Cullers's observation was repeated to me by Max (he did not want his last
name to be used), a Senegalese artist in Dakar who sells to the tourist trade. Max
complained that his most creative work--the designs which came to him in
dreams-was difficult to sell because of the tourist conception of tradicion and
authenticity. Like many creators of tourist art in Dakar, he produces imitations
of the kora, the Senegalese stringed instrument that features a single fret run-
ning down the center and a hand grip on both sides. Figure 14.2 shows the usual
kora model, along with Max's innovation, the recursive kora. The recursive
kora makes use of each hand grip as the fret of two smaller koras. I asked Max
218
Implications
FIGURE 14.2
The recursive kora
At right, a typical kora; at left, the innovative
recursive kora created by Senegalese artist Max.
if he had ever considered continuing to smaller scales, and he said that he had
once done so, but that it was impossible to sell such innovative work; tourists
did not want anything that smacked of originality.
Fractals in African contemporary architecture
Many indigenous African designs have been incorporated into modern archi-
•tectural projects in Africa, and some of these have been fractals. For example,
the Sierpinski-like iterative triangles from Mauritania were used in an institu-
tional building in Senegal, and the circles of circles in the architecture of West
African villages became the basis of a design for a building complex in down-
rown Bamako, the capital of Mali (fig. 14-3).
One of the most potent visions of an African fractal future has come from
the architectural studies of Dr. David Hughes at Kent State University in
Ohio. Working as a Fulbright scholar in several African countries, Hughes (1994)
put together a portrait of what he termed "Afrocentric architecture," which
embodies several aspects of the fractal model. First, Hughes combined a char-
acterization of the self-organizing properties of African building design (an
"organic architecture" which "grows from its site") with its self-similar prop-
erties (what he termed "the outside/inside relationship," a mutual shaping of
units, clusters of units, and communal spaces formed by the surrounding clus-
ters). Second, he explicitly rejected primitivist or naturalizing portraits. While
.....
Futures for African fractals
noting its environmental harmony, Hughes also emphasized that African
architecture is always an intentional act of design and semiotics, not merely
an unconscious adaptation to the ecosystem. In his framework, "tradition"
includes the tradition of innovation, or as Gates (1988) puts it, the African
theme of "repetition with revision."
2I9
FIGURE 14.3
Indigenous fractals in modern architecture
(a) Here a traditional Mauritanian fractal design is used in a modern building in the Casamance,
Senegal. (b) The DPC huikling in Burkina Faso, using traditional scaling cylinders with contem-
porary construction techniques. Architects such as Issiaka Isaac Drabo have made many large-scale
buildings based on this syncretic approach.
220
Implications
Given this combination of self-organized structure and intentional design,
it is not surprising that Hughes's work led him to a beautiful example of the poten-
tial fractal future. Figure 14.4 shows a design by Alex Nyangula, one of Hughes's
students at the Copperbelt University in Zambia (Hughes 1994, 165-166). This
architecture provides a powerful syncretic fusion of indigenous and modern
forms. The figure traced by the walkway shown in the ground plan is a classic
FIGURE 14.4
Design for Kitwe
Community Clinic
(a) Kitwe Community Clinic
in Zambia; design by David
Hughes and Alex Nyangula.
(b) Kitwe Community Clinic
ground plan.
(Photos courtesy David Hughes.)
First iteration
Second iteration
Third iteration
Fourth iteration
Fifth iteratión
FIGURE 14.5
Fractal iterations of Nyangula's community clinic design
Fractal based on Nyangula's architecrural design. The "active lines" of the generation process hav
been removed, as have any self-intersecting hexagons.
222
Implications
example of the fractal branching pattern referred to as a Cayley tree (see
Schroeder 1991, 87-88; Peitgen et al. 1991, 19-20), and can be extended from
the two iterations given by Nyangula to infinity. Adding the hexagons Ta syn-
cretism between the cylinder of Zambian indigenous architecture and the rec-
tilinear forms of modern materials) violates the Cayley requirement that the graph
is self-avoiding (that is, that the branches do not intersect). Since I was inter-
ested in exploring the fractal structure by taking Nyangula's design to higher iter-
ations, I made two adjustments for this problem. One is suggested by the approach
elevation sketch (Hughes 1994, 167), where it is clear that the central unit is
slightly larger than the others. This means that self-intersection will be forestalled
to higher iterations.? The other is simply the elimination of units whenever they
overlap. With these two qualifications, Nyangula's design makes for an infinitely
expandable (yet bounded) architecture, as shown in figure 14.5. Such flexibil-
ity could contribute to the efforts to encourage a more participatory approach
to African architectural design (Fathy 1973; Ozkan 1997).
If we take an aerial view of the modern European settlement of Paris,
France, we would see linear concentric circles surrounding its center of social
power. The difference between this linear, radially symmetric series of circles
and Africa's nonlinear, decentralized architecture is perhaps subtle, but impor-
tant. The term "Afrocentric" is misleading in that "centric" is much more the
geometry of Paris than of Logone-Birni, Mokoulek, Labbezanga, and the other
African architectures we have explored. Hughes's call for a "multidimensional
Afrocentrism" is both an affirmation of "Afro" and a challenge to "centrisin";
it is a call for cultural portraits that do not reduce to a single one-dimensional
center but rather combine the boundaries of tradition with the infinite expan-
sion of innovation.
African fractals in math education
Several researchers have independently explored fractal aspects of African
mathematics. Chonat Getz of the University of the Witwatersrand has created
Iterated Function System simulations of Zulu basket weaving. John Sims, nathe-
matician and artist at the Ringling School of Design in Florida, has developed
fractal patterns based on Bakuba rafia cloth (and inspired by his African heritage).
In chapter 5 we encountered the lusona analysis of Paulus Gerds, a professor at
Universidade Pedagogica of Maputo, Mozambique, whose prolific writings have
recently ranged from the ethnomathematics of wonen's art in southern Africa
(Gerdes 1998a) to the use of Mozambique basket weaving geometry in model-
ing fullerene molecules (Gerdes 1998b).
Futures for African fractals
While there are clearly benefits to utilizing indigenous knowledge for
development and education in Africa, African fractals might also be of use in the
United States. Despite the low mathematics participation of African American
students as an ethnic group, it has been demonstrated that changes in the learn-
ing environment can improve their mathematics proficiency to levels equal to
the majority population. Evidence suggests that although direct institutional bar-
riers in economically disadvantaged schools, such as the emphasis of vocational
over academic subjects (Davis 1986) and lack of computer access (Anderson,
Welch, and Harris, 1984) can account for some of this difference, more subtle
curricular changes can play a key role in retention and achievement. For example,
Baratz et al. (x985) found that African American students are more likely co
use computers for routine drill; hence, the problem is not simply the availabil-
ity of computers, bur also their style of utilization. The National Assessment of
Educational Progress (1983) study of math performance in seventeen-year-old
African Americans reported the greatest deficiencies at the applications level,
and several researchers (Usiskin 1985; Davis 1980; Malcom 1983) have recom-
mended revision of courses to emphasize more interdisciplinary and "real-
world" mathematics instruction as well as "action-oriented" pedagogy.
Computer-based learning has demonstrated the capability for both interactive
and interdisciplinary mathematics instruction (Keitel and Ruthven 1993), and
Stiff et al. (1093) specifically point to computer-based learning as a promising
forum for bringing these changes to African American students. These needs
could be directly addressed by applying African fractals to the classroom.
In addition to changes in structural aspects of mathematics teaching,
several researchers and instructors have initiated culturally enriched curricula.
The rationale for this approach comes from a variety of perspectives (e.g.,
Vygotskian learning cheory). Powell (1990) notes that pervasive mainstream
stereotypes of scientists and mathematicians conflict with African American
cultural orientation. Similar conflicts between African American identity and
mathematics education in terms of self-perception, course selection, and
career guidance have been noted (cf. Hall and Postman-Kammer 1987; Boyer
1983). But we should not assume that this constitutes a problem of "self-esteem."
The relation between cultural identity and learning is quite complex; it would
be naive to suggest that today's African American students have the same rela-
tion to ideas about their ancestry as did students in previous decades, and in
no case has there ever been a simple "mimicry" of African culture. Rather,
ethnographic research (Hebdige, 1987; Mercer 1988; Rose 1994) shows that
African American youth actively construct identity using a wide variety of cul-
tural signifiers.
223
224
Implications
For this reason, applications of African fractals will have to stress design tools
and guided discovery, and avoid passive presentation. While "interactive" has
become a catchword in multimedia, many of these systeins merely use the computer
like a slide projector, with students pressing different buttons to see various images.
Multimedia in this form has a distinctly "canned" feel to it. The design approach,
in contrast, offers students tools for constructing patterns of their own creation.
Thanks to many participants—in particular, programmers TQ Berg and Jaron
Sampson, and minority math education specialist Gloria Gilmer-we have started
development of an African fractals software math lab. The lab begins with simu-
lations of traditional African patterns and shows students how the mathematical
structure behind these designs offers them tools to create their own.
Again, it is important to stress that African American students are not
expected to be interested in the material out of a simple identity reflection,
anymore than they would necessarily be interested in wearing Dashiki shirts and
Afros. Rather, it is the opportunity to create new configurations and syntheses
that combine tradition and innovation that are significant. At the june 1996 meet-
ing of the Columbus Urban Youth Conference, we explored these connections
with a class of eighteen 12-year-old African American students. The first class
meeting introducing traditional architecture was a near disaster; despite multi-
media and manipulatives, it appeared that the primitivist associations with
"mud huts" were a strong deterrent. The following session, using the Ghanaian
log spiral-cellular automata--owari relations, was quite successful, probably
because the combination of traditional religious knowledge and mathematical
graphics sent a more clear antiprimitivist message. But in a design exercise
where the students began with computer graphics simulations of the Ghanaian
logarithmic spiral patterns, they showed little interest in producing further
imitations of the African designs. Rather, the students quickly caught on to
visual correlates of the equation parameters and began a free-for-all competition
to see who could make the most bizarre patterns. Their interest appeared to be
sparked by the African connections, but quickly went beyond them.
Perhaps more important than mitigating a direct conflict between ethnic
identity and mathematics, using African fractals in the classroom might help guard
against an overemphasis on biological determinism, which has been found
adversely to affect mathematics learning. Geary (1994) reviews cross-cultural stud-
ies that indicate that while children, teachers and parents in China and Japan
tend to view difficulty with mathematics as a problem of time and effort, their
American counterparts attribute differences in mathematics performance to
innate ability (which can then become a self-fulfilling prophecy). For African
Americans, biological determinism has been closely associated with mythic
Futures for African fractals
stereotypes about "primitive people" (e.g., the fable that Africans count "one,
two, three, many"). By showing the presence of complex mathematical concepts
in African culture, we can mend some of that damage. Since reductive myths of
biological determinism are detrimental to mathematics learning for students of
all ethnic backgrounds, all students could potentially benefit from this material.
Finally, we should note that the increasing use of multicultural curriculum
materials in the arts and humanities have not been matched in the sciences. This
could send a message to minority students that their heritage is only pertinent
to the arts and humanities, and that the sciences are really for people from
other ethnic groups. In addition, some texts such as Multicultural Mathematics (Nel-
son 1993) have emphasized only Chinese, Hindu, and Muslim examples, so
that even in cases where multiculturalism is used, African math may be left out
(see Katz 1992 for a similar critique). And of the few texts that do use African
math, almost all examples are restricted to primary school level. Again, this restric-
tion might unintentionally imply primitivism (i.e., that mathematical concepts
from African culture are only childlike). For this reason, our lab's inclusion of
advanced topics such as fractal geometry, cellular automata, and complexity
are worth the extra effort to tie into a secondary school curriculum (without over-
looking the use of standard topics such as logarithmic scaling, geometric con-
struction, and trigonometry).
While the multimedia lab's most significant potential for improving education
is in mathematics, we should not ignore African Studies. African art, for example,
is increasingly used in secondary schools across the nation, and use of our lab could
greatly enhance such courses. First, as noted above, it provides an alternative to
detrimental misrepresentations of Africans as "primitive" people. In art history
lessons, for instance, students often learn about the geometric basis for Greek...
architecture or Renaissance painting, while commentary on African works is
often restricted to discussion of "naturalness" or "emotional expression." Second,
the lab aids in inregrative curricula development (see Roth 1994 on difficulties
in this area). It would allow math teachers who would like to include ethno-
mathematics components in their teaching to refer to examples in which students
are already engaged, and would provide art teachers with new tools for design and
analysis. Similar advantages could be obtained in other African Studies areas.
225
Information technologies and sustainable development
The use of indigenous knowledge systems in development goes back to colo-
nial appropriations, but in the postcolonial context these systems have taken
on new meaning as a sign of either epistemological independence, or at least
226
Implications
a more egalitarian view of knowledge systems. In chapter 10, for example, we
saw the scaling spirals of Jola settlement architecture that arose from their
circular buildings; the French research organization ENDA has built an
impluvium created by the combination of modern materials and this tradi-
tional Jola design. Another of ENDA's rural development projects that incor-
porate both traditional fractal architecture and modern techniques is shown
in figure 14.6.
In chapter 6 we saw how the scaling patterns of kente cloth were created
to match the scaling of saccadic eye movements as they scan from the face to the
body. The Ghanaian Broadcasting Corporation, Ghana's national television
channel, has continued this practice in the context of modern information tech-
nologies, utilizing the scaling pattern of kente cloth in their test pattern (Ag. 14•7).
Whereas the traditional scaling was applied to the human visual scan, this tech-
nologized version makes use of the same pattern for testing the video scan. A simple
application, but it shows that African fractals are not just restricted to low-tech
adaptations; they can also provide some useful bridges between traditional and
high-tech worlds.
In chapter 1o we saw that there were ties between the traditional knowl-
edge systems supported by African fractals and the productive maintenance of
these societies in what Per Bak would call a state of self-organized criticality. This
suggests that most of the indigenous African societies were neither utterly anar-
chic, nor frozen in static order; rather, they utilized an adaptive flexibility that
could be applied to modern development. But decades of research have shown
FIGURE 14.6
Modernized
fractal village
This ENDA project in Burkina
Faso combined the traditional
fractal structure with modern
construction techniques.
Futures for African fractals
227
FIGURE 14-7
Kente cloth in the
Ghanaian Broadcasting
Corporation test pattern
Kente cloth pattern is used in
the upper right-hand quadrant
of the large circle.
that a top-down approach to development, even that making use of indigenous
knowledge, is often less effective than a bottom-up, "grass roots" approach.
Adopting information technology to rural areas could provide the opportunity
for putting African fractals to work in sustainable development.
In addition to the need for bottom-up authority, researchers have demon-
strated the critical role of women in African development (e.g., Boserup
1970; Nelson 1981; Adepoju and Oppong 1994); particularly in terms of the
gendered division of labor in rural societies (Beneria 1982). While much of
this analysis has focused on the vulnerability of women in bearing the brunt
of economic change, it has also started a new appreciation for the extensive
knowledge systems that existed in precolonial women's activities. Since many
of these practices continue today (albeit in modified form), women's indige-
nous knowledge systems have become an important resource in new approaches
to development.
Some obvious challenges include environmental damage (increasing salin-
ization, deforestation, and desertification), external economic pressures (the move
to cash-cropping, tourism, and migration to cities; abuse of power by private
corporations), increased disease (AIDS and other viruses), political unrest
(ethnic conflict, uncontrolled military force, abuse of authority), and damage
to the sociocultural system (disruptions of women's traditional authority, loss
of traditional knowledge systems). While all of these are far too large to be
addressed by any one approach, none of them can be viewed in isolation from
the others. In Nigeria, for example, the Shell Petroleum Development Company
228
Implications
began operations in Ogoniland that eventually led to widespread environ-
mental damage; attempts to protest through the press and other communica-
tion eventually led to the execution of Ogoni writer Ken Saro-Wiwa (Soynika
1994). Freedom of the press is not a separate issue from, protection of the
environment.
It is right to decry abuse of authority, but replacing one authority with another
is not necessarily going to provide a long-term solution. African fractals suggest
two alternative approaches. First, what is needed is not E. F. Schumaker's call
for "small is beautiful," but rather a self-organized approach to changes in the
relations between scale and the socioenvironmental systems—not just appro-
priate technology, but appropriate scaling. Second, more critical attention
needs to be paid to the artificial/natural dichotomy, which tends to be trapped
in either the organicists' desire for untouched nature (e.g., Hughes 1996), or the
techno-optimist's desire for resource extraction.
An alternative to these damaging extremes can be found in Calestous
Juma's 1980 classic, The Gene Hunters. Rather than a preservationist perspective,
in which indigenous society would be portrayed as natural elements of an
unchanging ecosystem, or a technocratic profiteering perspective, in which agri-
cultural development is merely a question of maximizing yields with imported
strains, Juma provides evidence for indigenous agricultural activity as sustainable
biotechnology. His studies show a long-standing African tradition of new seed
variety development that combined ecological sustainablilty with innovation
and experimentation. These practices have been threatened by corporate mono-
cropping, which can cause soil depletion, over-dependance on insecticides, loss
of genetic variation, and other social and ecological crises, as well as the appro-
priation of these genetic resources by a biotechnology industry with little inter-
est in indigenous legal rights. Juma notes that the challenge now facing African
agriculturalists is not just preservation of biodiversity, but also access to the legal,
technical, and financial apparatus that would allow them to reap the profit that
could sustain such ecologically sound efforts.
From the viewpoint of complexity theory, Juma's critique suggests that we
are trapped between the periodic stasis of the preservationists' limit cycle, and
the white noise of the profiteering positive feedback loop. As we saw in these
mathematical models, both are lacking in flexible interactions with memory;
the limit cycle being too tied to it, and the white noise being too free from it.
Information technologies have the potential to provide this memory, documenting
indigenous knowledge from seed varieties and soil types to gene sequences to
ecotopes. By providing informed rural access to information technologies,
African agriculturalists can take a step toward protecting their genetic resources
Futures for African fractals
from appropriation and move toward Juma's approach, which we might call
"biotech-diversity" (cf. Haraway 1997; Shiva 1997).
To view indigenous knowledge as a self-organizing system is one thing, but
creating the same bottom-up approach for a synthesis of ecological sustain-
ablility and rechnological development is a much greater challenge. For example,
Russel Barsh notes: "There is an implicit assumption in the research methodo!-
ogy used to elicit traditional pharmacological knowledge that this information
is recorded and transmitted digitally (numbers and/or words) ... (rather than]
internalizing an analog model" (1997. 33-34).
Native Seeds, a botanical organization dedicated to the continuation of
indigenous plant stock, has been creating a "cultural memory bank" that will record
both analog and digital information on Native American agriculture. The con-
cept, originating from Philippine ethnobotanist Virginia Nazarea-Sandoval
(2996), documents the combination of cultural and biological information about
the crops, seeds, farming, and utilization methods. The information, including
video interviews, is stored on CD-ROM, with access controlled entirely by the
indigenous farmers. In the U.S. context, which is overloaded with electronic tech-
nology and ethnocide, this approach makes sense, but the African context,
with its enormous indigenous population and sparse electronic technology, will
call for techniques that can have a wider impact, one that includes development
of a technological infrastructure as well.
If there is to be social transformation through grass-roots technological inno-
vation, it will require much more participation than agricultural systems alone.
Other kinds of information technology development could include flexible eco-
nomic networks, which allow small-scale business collaborate in the manu-
facture of products and services trey could not produce independently. These
Networks have created strong revitalization in certain rural areas of Europe
(Sabel and Piore 1990), and have shown promise in pilot stucies in the rural United
States as well (e.g., ACEnet in southern Ohio). The use of computers to orga-
nize production and vending and provide dynamic searches for the appropriate
market niche-one which would be environmentally and socially sustainable as
well as profitable—could spread the benefits of new information technologies to
the microbusiness level without having to put a laptop in every pushcart, and micro-
fancing programs have already proved successful in many Third World countries
(Serageldin 1997).
African traditions of decentralized decision making could also be com-
bined with new information technologies, creating new forms that combine
democratic rule with collective information sharing. The idea of "electronic
democracy" has slowly been developing over the Internet; but the efforts have
229
230
Implications
been hampered by the tendency to assume that virtual voting must he the same
as ordinary voting. Perhaps the neural net style of African decision making could
be utilized in the West as well, with voters indicating proportional strengths
for various options. Conversely, perhaps there are ways to apply computer
media to enhance African decision making. One approach would be the develop-
ment of community networks through public-access terminals (Schuler 1995).
And the enormous development in electronic security measures, creating sys-
tems that stymie even the most sophisticated hackers (encryption codes, finger-
print scanners, etc.), might find uses in preventing voter fraud that is so
common in unstable political regimes.
Nigerian American computer engineer Egondu Onyejekwe has started
efforts to apply information technology networking in African developmental
projects using complexity theory as a guiding principle. One area she cites is the
problem of land ownership (for example, see Charnkey 1996). She notes that the
continual division of land promoted by the colonial legacy often results in
unproductive economies of scale, but that government ownership tends to make
conditions worse by adding more hierarchy. "Resolving the land problem requires
a non-hierarchical method of organization, a system in which cooperative behav-
• ior is rewarded at the same time that individual innovation can flourish; a com-
bination of cooperation and competition like we see in cellular automata and other
computational models of self-organizing systems. What better way to encourage
this than through computing and information networks?"4
Neither the African fractals framework nor dissemination of information
technologies offers panaceas. My point is, rather, that the shift in perspective often
called for in development need not be either conservative return to the past, nor.....
the epistemological equivalent of an alien invasion. African fractals offer a
framework that is both rooted in indigenous cultures and cross-pollinates with
new hybrids.
APPENDIX
Measuring®
-the fractal
-dimension
-of African-
-settlement-
-architecture
.. There are several different ways to estimate the fractal dimension of a spatial
pattern. In the case of Mokoulek (fig. 2.4 of chapter 2) we have a black-and-
white architectural diagram, which allows us to do a two-dimensional version
of the ruler size versus length plots we saw in chapter 1. By placing the archi-
tectural diagram of Mokoulek under grids of increasing resolution, and count-
ing the number of grid cells that contain some part of the diagram, we can plot
the increase of aren with decrensing cell size (just as we obtained a plot of the
increasing length with decreasing ruler size). Figure a. shows the results, indi-
Cating a fractal dimension of 1.67-not too far from the 2.53 fractal dimension
that is obtained analytically from the computer simulation.
For the aerial photo of Labbazanga (fig. 2.5 of chapter 2) we have an
image in shades of gray, and the simple grid-counting method cannot be applied
It is possible to reduce the gray scale to black and white, but an alternative
method allows us to make a more direct measure of the scaling properties. Fig-
ure A.za shows the method for finding the scaling slope of 1/F noise in a one-
dimensional time series by applying a Fourier transform. In figure A.2b we see
how this can be applied to a two-dimensional spatial distribution by sweep-
ing the same spectral density measure around in polar coordinates. Rather than
the line of one-dimensional 1/F noise, a rwo-dimensional distribution is
23I
232
Appendix
characterized by a cone. It is difficult to show the entire cone, but we can take
horizontal slices (fig. A.2b), which show similar characteristics for both Lab-
bazanga and its fractal simulation (fig. A.3).
1000.
500.
log (number of cells containing image)
slope ₫ -1.67
200.
100.
50.
0.02
0.05
0.1
0.2
log (cell size)
FIGURE A.J
Measuring the fractal dimension of Mokoulek
0.5
power
time
One-dimensional time series for 1/F noise.
frequency
1/F noise spectral density
from 1-D Fourier transform.
low frequencies at high power
power
cut slices from the cone
2-D Fourier transform, with frequency in polar
coordinates: wider circle = higher frequency.
The line of 1/F noise is rotated to become a cone.
high frequencies a: low power
FIGURE A.2
Using a 2-D Fourier transform to detect fractal spatial distributions
high frequencies at low power
low frequencies at high power
high frequencies at leny power
low frequencies at high power
b
FIGURE 1.3
Results of a 2-D Fourier transform applied to aerial photo of Labbazanga
(a) Spectra for aerial photo of Labhazanga (kg. z.ga from chapter 2). (b) Spectra for fractal image
(fg. 2.gh from chapter 2). Note that the axes of symmetry in the fractal can he seen in this spectral
density distribution, while none exist for that of Labhazanga.
r:al
Notes-
CHAPTER 1 Introduction to fractal geometry
1. For a hexagon example, see Washburn and Crowe (1988, 237). Numerical examples'
can be found in Crump (1990, 39-40, 50-54, 105-106, 128-133).
2. The number 10 was not only a basis for counting, but it also appeared in Chinese nat-
ural philosophy. In acupuncture, for example, the number 10 is created by the combi-
nation of the "five elements" (wu-yun) and the binary yin/yang.
3. Michael Polanyi (1966) referred to this as "tacit knowledge."
CHAPTER 2 Fractals in Africon seutlement architecture
1. On triangular churches, see Norberg-Schulz (z965, i7z); for the Pantheon, see
ibid., 124-
2. Another passage, "path of the serpent," is used only by royalty. Ir alcernates left and
righe as it approaches the center of the palace, and chus creates a scaling zigzag pattern.
The implication seems to be that even royalty must negotiate the fractal ranking, bur
they can traverse it in a more direer route.
3. American readers are probably most familiar with nuclear families, but in Africa the
family structure typically exrends to much larger networks. The English term "cousins,"
for example, emphasizes the nuclear family by lumping all these relatives together, while
many African kinship sysrems have distinct terms for paternal parallel cousins, mater-
nal parallel cousins, paternal cross cousins, etc.
4. The starus difference between front and back is also expressed in the Ba-ila term for
slave: "one who grows up at the doorway" (Smith and Dale 1968 (1920) vol. 1, 304).
5. This is another meaning for the rerm "participant simulacion." In the first meaning, briefly
mentioned in the introduction, I defined it as an effort in cooperative modeling and
analysis, a rechnologized version of recent attempts in collaborative ethnography by
some anthropologists and their informants. In that sense it supports the humanist goals
235
236
Notes
of self-governing autonomy. But in the Mokoulek case I am also using it in the post-
modernist sense, a participant in a virtual workd. The contrasting meanings and their
consequences are discussed in detail in chapter to, where the two are brought together.
6. The results were published in Eglash and Broadwell (198g), and are reproduced in
the appendix.
CHAPTER 3 Fractals in cross-cultural comparison
1. In general, anchropologists divide nonstate societies between "band" organization,
which is entirely decentralized and based mainly on consensus, and "tribal" organiza-
tion, in which there is an official leader but otherwise little pofitical hierarchy. The term
"tribe" is controversial, however, since colonialists often «sed it to deny the existence
of indigenous state societies, so it is important to separate the technical designation
from its colloquial use.
2. This is a complex designation in cultural studies, since the label of "traditional"--or
worse yet, "authentic"-was used by colonial authorities to exercise control over
indigenous populations, and still occurs in the neocolonial context to valorize the "van-
ishing native" while appropriating their cultural resources. See Minh-ha (1986),
Anzaldúa (1987), Clifford (1988), and Bhabba (1990) for discussion of some of these
3. Crowe and Nagy (1992), for example, have done extensive analysis of Fiji decoration,
and found 12 of the 17 mathematically possible two-color strip symmetries, but none
of the designs they show are fractal.
4. Of course, nothing, is absolutely certain when it comes to ancient history. Several
researchers have suggested that the Coptic designs from Egypt were an important
influence on the Celtic interlace patterns, and some Italian foor tiles were created by
North African artisans (Argiro 1968, 22). But one could just as easily argue the influ-
ence in reverse. Given the history of trade routes and travel, we should not attempt
to reduce designs to a singular origin; the goal is to see how any one society has buift
up its particular repertoire of designs--from whatever sources—as part of a dynamic
yet culturally sp. cific practice.
GHAPTER 4 Intention and invention in design
1. This spatial metaphor of "underlying" —truth beneath the surface-- can be a delusion
if we assume that there is never more than one true "essence" to be found. On the other
hand, claiming that no model is more accurate a generalization than any other is equally
misguided.
2. The postwar era marked a significant change in the role of nature as a potential model
for scientific discovery, as seen in the emerging disciplines of cybernetics and bionics
(Gray 1995).
CHAPTER 7 Numeric system.s
1. It is unfortunate that an otherwise excelfent paper comparing African and Australian
ethnomathematics (Warson-Verran and Turnbull 1994) fails to make this distinction
berween the iterative generation of linear and nonlinear number series.
2. Readers who recall the definition of nonlinear functions as involving, at minimum, some-
thing like x' may be puzzled by the idea of a nonlinear additive series. That is because
most of us were first exposed to the definition of "nonlinear" in the context of continuous
functions (e.g:, differential equations). But discrete iteration (what is often called a "dif-
ference equation") can produce nonlinear steps with simple addirion.
3. After giving a lecure on Bamana divination in the United States, I was approached
by a mathematics faculty member who was quite taken by this phrase. "That's just like
us," he exclaimed. "We get the power of mathematics only at the cost of our social defor-
mity as nerds."
Notes
237
4. The series was first introduced as an example of a recursively comporable periodic string
by Axel Thue (1863-1922), using the replacement rules 0 → 01, 1 → 10, with an ini-
tial 0. Morse discovered its application to dererminisric chaos, in which it models the
fractal time series produced by certain nonlinear equations. See Schroeder (199s,
264-268) on these aspects of the sequence.
5. One-dimensional versions can show all'che dynamics of two dimensions, and can
even be used as a kind of parallel computer. Consider, for example, a rule that in each
iteration the number of counters in a cup is replaced by the sum of itself and its left
neighbor. Starting with one: 0100000 → 0110000 → 0121000 → 0133100 → 0146410
This fourth iteration gives us che binomial coefficients for expansion of (a + b)*,
which equals at + 4a36 + 6a262 + 4ab3 + 64.
CHAPTER 8 Recursion
1. The standard cerminology is somewhat ambiguous, since "recursion" is sometimes
used to refer specifically to what we will call "self-reference," and at other times it is
used in the more general sense applied here. "Iteration" is used in its normal definition,
and for the least powerful we will use the term "cascade." Technically, these three types
of recursion roughly correspond to Turing machines, push-down automata, and finite-
state automata, but these models are a little too abstract to be directly useful in help-
ing readers develop a sense of the distinctions that are of interest here.
2. Sagay (1983) explicitly mentions starting with the small shape in the center, whereas
the Ipako Elede rows look like they might be better described as a preestablished
linear sequence (although Sagay does not give details here).
3. Actually, it is not wax that is used in much of Africa, but rather a latex created by boil-
ing the sap of che Euphorbia plant. Williams notes that it can produce long, delicate
chreads that are impossible for wax.
4. Pelton (1980, 230) contrasts the singular random events of the Native American
trickster myths with "the less episodic, more narrative myths of Legba and Ogo-Yuruga
(in Africa]." The reason for the difference is parcly mathematical. The Native Ameri-
can concept of unpredictability is based more on chance (see Ascher 1991, 87-94),
while the African concept tencis to be closer to deterministic chaos, as we saw in Bamana
sand divination.
5. Curtin (1971) shows that the slave trade from what is now northern Senegal dimin-
ished after 1700, and that the Nigerian area did not begin major activity until after 1730.
This still leaves the possibility chat Fuller came from the area of present-day Benin and
Chunk, which would be too for south to have directly shared influences with the Bis-
sari, but Holloway (1990, 10) notes that Virginians showed some preference for
Africans from the Senegambian region.
6. I qualified this as "standard" because there has been a growing concern that anthro-
pologists may have overemphasized the importance of age-grade and kinship by pro-
jecting their own desires as well as the interests of their informants. Shaw (1995), for
example, shows how Louis Leaky's description of the extreme obedience of the Kikuyu
to their age-grade system was colored both by Leaky's desire for the order of a "small
English village" that he never experienced (having grown up with missionary parents)
and the Kikuyu elders' own interests in receiving the initiation payments that were over-
due ro them.
7. In addition to the association of the vertical with the spiritual, Fernandez suggests that
the spatial distinction derives from the Fang's periodic clan fission/relocation. The frag-
mentation of a social group comes with horizontal movement and is seen as the result
of stagnation or strife, while the establishment of the group in a new location is seen
as positive regeneration, building from the ground up.
8. Maurer and Roberts (1985, 25) describe the Tabwa belt, a leather strip with bands of
beads or wire as representations of a single descent line. Since the Tabwa use the mpande
238
Notes
disk to represent the expansion of all kinship groups from a singular origin, it is not
unreasonable to think of the mukaba belt as a lower-dimensional projection of the
mpande disk. If one is willing to speculate so wildly that even I would hesitate to do
so, the aardvark's winding tunnel could be viewed as a three-dimensional spiral pro-
jected onto the two-dimensional mpande disk, just as the belt is a'öne-dimensional
projection of the mpande spiral. A similar practice, the "Poincaré slice," is used in non-
linear dynamics (see Abraham and Shaw 1982).
9. It is important to understand that the problem is not one of "authenticity." I agree with
the critiques of modernist anthropology's tendency to make one individual represen-
tative of an entire society and to focus on a false homogeneous past. In ethnomathe-
matics we are interested in the invention of mathematical concepts; so it doesn't
matter whether the source is an entire society or a single creative individual. What does
matter is the precision and accuracy of the math, and it is here that the interpretive
dexibility offered by narratives presents problems.
10. Note that I wrote "has trouble with" rather than "cannot do"— in fact, a programmer
could write a kind of "metaloop" of iteration that would figure out how many nestings
are needed. But in doing so, the program has to be able to refer to a part of itself (its
loops), so this is already a partial or limited self-reference. Of course we could then play
the same trick, demanding that we can't tell ahead of time how many metaloops wili
be needed, and our smarty-pants programmer could again make a meta-metaloop, and
so on. It is only when we generalize the trick itself that full self-reference will be required.
And even then, it too will meet up with undoable tasks--because that very property
of not bounding the process ahead of time leaves it vulnerable to other problems. As
Alan Furing proved for computing, and as Kurt Gödel showed for all mathematics in
general, any system that is sufficiently powerful to fully utilize self-reference will have
to be incomplete in its ability to resolve all the theorems it can ask (see Hofstadter 1980).
I1. The most specific connection made by Taylor is the possibility that the material attrib-
uted to Hermes-Thoth was derived from some of the Egyptian priesthood writings men-
tioned by Clement of Alexandria.
12. Stéphanidès (1922, 192) suggests a more direct sub-Saharan origin of alchemy, enter-
ing Egypt around 718 B.c.e., following the invasions of Ethiopia.
13. That's not to say that the Legba drum beats were random; but the drumming did
indeed have an unexpected change of pace.
CHAPTER 10 Complexity
1. The analog/digital dichotomy in computing is often confused with other dualisms. The
same terms are used by engineers to describe the continuous/discrete dichotomy, and
by cognitive scientists to discuss "reasoning by analogy" versus inductive analysis, but
these distinctions are irrelevant to the sense in which it is used here. Musical notes,
for example, are excellent examples of analog communication, but they are entirely dis-
crete. See Eglash (1993) for details.
2. Bium et al. show that an analog Turing machine would be susceptible to the halting
problem. See Eglash (1002, 1008c) for more details on this recent history of chernetics.
We can think of the wave/particle duality in physics as another indication that the
analog/digital distinction is fundamentally egalitarian.
3. We can also look at this in terms of psychopathology. A neurotic will often repeat
the same phrase over and over, while a psychotic tends to be talking "word salad,"
a jumble of nonsense. In both cases, their mental relation to neinory is pathologi-
cally simplified: the neurotic slavishly follows memory, while the psychotic completely
ignores it. Complex information processing requires a dynamic interaction with
memory, a nontrivial recursive loop.
4. For example, say there are choices A, B, and C. A wins, but Band C voters say, "If only
I had known A was going to win, I would have been willing to vote the other way."
Notes
Tank and Hopfield (1987, 106) contrast this one-shot majority rule voting with the
collective-decision-making process in neural ners: "In a collective-decision commit-
tee the members vore cogether and can express a range of opinions; the members
know all about the other vores and can change their opinions. The committee gener-
ares... what might be called a sense of the meeting.""
5. Recall that we scaled down P to a number between 0 and 1. That means that (1 - Pn)
will always be a fraction, which reduces Py--in fact, the larger Pn, the smaller the
fraction.
6. The reason it never lands back on exactly the same spot is not because of external noise;
it is rather for the same reason that the number P never repeats. Gottfried Mayer-Kress
suggested that a good way to understand this is to note that the drunken driver never
stops missteering, even while the sober one is overpowering him. I suspect that this com-
bination of negative feedback and positive feedback is at the heart of every case of deter-
ministic chaos, although I have yet to prove it. In Eglash (1992) I reported that the
Lorenz attractor consisted of only positive feedback, but this tuins out to be incorrect.
In terms of dynamical systems theory (Abraham and Shaw 1982; Devaney 1986),
positive feedback is the counterpart to spreading in phase space, and negative feedback
corresponds to folding in phase space. The phase-space combination of local spread-
ing and global folding is a common definition for chaos; the conjecture simply trans-
lates the phase-space dehnition into a control theory formulation.
7. I've oversimplified the relations here. For example, a fner distinction can be made about
"disorder" if we consider white-noise versus brown-noise distribution on a surface
(Gardner 1978; Voss 1990). In Brownian motion, a particle moves in a random, con-
tinuous trajectory; given an infinite amount of time, such "brown noise" will approach
a two-dimensional curve. In white noise, single points on the surface are selected at
random, so an infinite amount of time will still only leave us with disconnected points,
which is a zero-dimensional curve. Between zero and one dimension, we have objects
like the Cantor set, and berween one and two dimensions we have objects like the Koch
curve. This is slightly different when we think about noise as a single time-varying sig-
nal (as in acoustic noise) because the single points of the white distribution will also
be connected into a continuous (but nondifferentiable) curve, now of dimension one,
while brown noise as a time series will still be at dimension two.
8. Achebe himself prevents such a reading by highlighting a precolonial catastrophe that
befalls his main character, Okonkwo. At the same time, the contrast between Okonkwo's
misery due to indigenous accident and his suicide as a result of the colonial encounter
makes it clear thar these are entirely different orders of chacs."
1). There is also a good illustration of collective fractal generation in the arts: the Mbuti
bark-cloth design shown in chapter 3 is acrually the produer of multiple artists.
CHAPTER 11 Theoretical frameworks in cultural studies of knowledge
1. Popper might object to the characterization of "fractal geometry minus dimensional mea-
sures,
since it sounds like an ad hoc adjustment, but the important thing is that the
four artributes (scaling, recursion, infinity, and dimension) were rested in a more or less
falsifable manner. Whether or not one can still call it fractal geometry if one of the
four is missing is an important question; but we need to address the possibility of a weak
characterization of recursion in Europcan fractals before making that judgment.
2. This should not necessarily be assumed to mean "closer to nature," since it could also
refer to an indigenous knowledge system that promotes good ecological practices; but
the ambiguity is problematic.
3. In fact I'm not--my master's degree is in systems engineering, and although I took a
few graduare seminars in mathematics for my interlisciplinary Ph.D. (thanks to the flex-
ibility of the History of Consciousness board at the University of California at Santa
Cruz), I wouldn't dare call myself a mathematician in professional company. I have always
239
240
Notes
tried to introduce myself as an ethnomathematician during held work, but sometimes
translation problems took time to get that across.
4. Worth it not just in ethical and methodological terms; it often came to my aid in dire
circumstances. On a hot road near the Lake Chad region, I was stopped by military police
who were clearly looking for a bribe. I was released only when I began to launch into
a lengthy explanation of fractal geometry. Knowing the Baka counting system saved
my skin when a group of teenagers in a village in southern Cameroon took me for a
disrespectful tourist; unlike the gendarmes, they were delighted to find mathematics
in their midst.
5. On the role of neologisms in the work of Cesaire, see Clifford (1988). On the construction
of negritude as a set of binary oppositions, see Mudimbe (3988).
6. For example, the octopus arose millions of years before vertebrates but has a nervous
can pass our acquired knowledge to the next generation-while biological evolution
is Darwinian, with the rare lucky mutant having an advantage that is then passed on.
Second, the timescales are of different orders of magnitude. Significant biological
evolution requires on the order of a million years, while dramatic cultural evolution
requires no more than a few thousand years. This is why human beings have such a tiny
amount of genetic variation: the first modern humans, from their singular origin in Africa,
quickly spread across the earth over a few thousand years. Our nearly identical genetic
composition is a result of speedy Lamarckian cultural evolution adapting us into these
new environments.
CHAPTER 12 The politics of African fractals
i. Derrida's promotion of arbitrary signifiers and artificiality was not the sole voice for this
position. Black activists like James Boggs (1968) have also been champions of artifice.
Wittig's (1973) Lesbian Body takes a topic that was often treated as the unassailahle ground
of feminist meaning, the authentic physical self, and dismantles this construction
through textual erotics. Like Derrida, she shows that a system of arbitrary symbols is
just as capable of carrying the kind of human essence often attributed to the Real or
2. Angela Davis has pointed out Ellison's denaturalizing tropes in lectures at UCSC; her
recent work contimues to tease out these threads of self-assembly in black cultural iden-
tity and community.
3. My favorite illustration of analog artifice in black intellectual works occurs in chap-
ter 1 1 of Audre Lourd's Zami. Like Witrig (1973), she describes the sclf-assembly of a
lesbian body, but her techniques for this artifcial reconstruction come through the ana-
log media of scent, vibration, and form. See Eglash (1g9s) for other examples.
4. Consider, for example, the mojo hand/dataglove comparision in Dery (1994, 210), or
the following passage from Williams (1974, 40): " 'Simply anything can become a God,'
a Yoruba informant once remarked. 'This button (pointing to the dashboard of the car
in which we were), 'it only needs to be built un by prayer' (by invocation)."
5. Similar views can be found in several other intellectual works of the time; e.g.,
Joreen's (1972) critique of the women's movement, "Tyranny of Structurelessness." There
are, of course, many centralist critiques of decentralization, but Joreen's text took a
more complex angle of analysis. See Ehrlich (1979) for a critical view. Invocations
of African royalty in black cultural representations are typically viewed as commen-
tary on self-esteem. While that may be true, in most cases there are hints that it also
serves to question the humanist concrol enacted in a political democracy that can sup-
port such deep economic subservience (see Queen Latifa's "Queen of Royal Badness"
in Smith 1900).
Notes
24I
6. In fact, chis was how I got started on African fractals. It occurred to me that aerial
photos might show the difference between these architectural designs as fractal ver-
sus Euclidean. Pat Caplan generously provided me with aerial photos of the area in which
she worked, and the indigenous housing did indeed appear to be less Euclidean.
7. Recursive architectural structure is linguistically indicated by the Yoruba term for
hoinestead: ot ka ot, or "house within the house."
8. The 1993 Supreme Court ruling in Shaw v. Reno used the terms "bizarre" and "snake-
like," the larter echoing historian John Fiske's 18r2 characterization of a "dragonlike"
contour, a phrase changed to "salamander" and finally to "gerrymander" (after Mass-
achusetts governor Elbridge Gerry) by political cartoonist Gilbert Stuart.
9). The insistence that stochastic variation implies free will and deterministic variation
implies domination is made by several authors besides Porush (e.g., Hakim Bey). I chink
that individuals or groups can indeed create such associations, just as they can create
the opposite (e.g., chat a simple bounded system can still have the liberty of infinite
variation, as we will see argued by Gilroy, Van Wyk, and Heaver). The error is in assum-
ing universal meaning to what has to be local semiotics. A closer examination of the
social meanings for statistics (Porter 1086) reveals that its political associations are often
dependent on modernist concepts of humanist individualism, which is strongly critiqued
in the Foucaultian and other postmodernist analyses championed by Porush, Hayles,
Sobchack, and others.
10. Just as important is the reverse influence, e.g., Jewish jazz musician Mezz Mezzrow pass-
ing for black while in prison so that he could play in the band.
11. Gilroy's work in this area should be seen as part of a larger community of researchers
and cultural workers (e.g., artists) who have developed a postmodern emphasis on hybrid-
ity, creolization, and other impure identities (cf. Minh-ha 1986; Anzaldúa 1987;
Bhabba 1990; Sandoval 1095; Haraway 1006).
12. Digital and analog are also confusing ters because digital technology is now commonly
used to generate the analog waveforms of music. But it is necessary to see how these
representations are layered. The electronic "on-off".code pulses are actually noisy
waveforms that must be processed with analog control circuits at the lowest level of
the silicon chip; eventually they are decoded in binary form, then converted to an elec-
trical waveform that will modulate the speaker. The resulting acoustic waveform can
be analog, digital, or—especially in the case of rap music-somewhere in berween. See
Eglast (8993) for details.
CHAPTER 13
Fractals in the European history of mathematics
1. According to ancient accounts, the discovery of irrationals was in the middle of the
fifth century в.c.e. Modern scholars generally agree that the proof for the incommen-
surability of the square of a diagonal with respect to its side, first mentioned explicitly
in Plato's dialog Theets, is too abstract to have been used at this time. Von Fritz (1944)
provides a resolution for this conflict in his speculative reconstruction of Hippasus' analy-
sis of the pentagon. See Knorr (1975) and Fowler (1987) for discussion of the origi-
nal texts relevant to this area.
2. Plato was not the only influence at the time, nor were irrationals only granted one per-
spective. Fowler (1987), for example, maintains that the significance of irrationals has
been misunderstood and suggests that even Plato presented their proof as "a source of
interesting and fruitful problems" rather than as a disturbing paradox. Nevertheless,
it was the homogeneous representations of Platonic thought deployed centuries later,
not its contemporary diversity, which would matter for the intuition and practice of
modern machematicians.
3-
"We add to the first number the second one, i.e., 1 and 2, the second to the third; the
third to the fourth; the fourth to the fifch ... and it is possible to do this order for an
infinite number of months" (crans. Maxey Brooke).
242
Notes
4. Similar analysis was proviced hy Henry Louis Gates (1990) and others in the censor-
ship trial of rap group 2 Live Crew, maintaining that the explicit sexual lyrics were not
acultural profanity but rather modern variations of a long-standing black tradition of
public sexual commentary.
5. Tuana (1989), for example, notes that the male homunculus theory, which locates the
active principle of birth in sperm only, dominated European medical thinking from Aris-
totle to van Leeuwenhoek (and in some senses even to the present; see Hartouni
1997). Again, the African version is in strong contrast; recall from chapter 8 chat the
Fang believe that the homunculus or active principle is contained in the female blood
(the division is more egalitarian than the European model, however, since the male Fang
are said to provide a complementary protective, skeletal principle).
6. That is, prior to complexity theory, at which point advances in the application of frac-
tal geometry were made precisely because of the growing recognition of a relationship
between computational recursion and self-organizing phenomena. Complexity theory
is a marker distinguishing the transitional postmodernism of the 197os from the stable
postmodernism of the 198os (Eglash 1998c).
7. The qualification is not inaccurate; the problem is that sometimes the authors of this
text (The Science of Fractal Images) use the term "recursion" to mean iteration, and some-
times (as in this case) it means self-referential programming. This level of ambiguity
would not be tolerated for any other mathematical terminology used in the text.
CHAPTER 14 Futures for African fractals
1. For more on cyborgs, see Haraway (1996) and Gray (1995).
2. In fact, if I had used a large enough size difference, self-intersection could have been
avoided altogether, but I think that would not do justice to the African tradition of
putting similar-sized houses together—a tradition that has its roots in egalitarian
socioeconomic structure, and one to which Nyangula was no doubt sensitive.
3. But there was more to it than that. Perhaps in part because it implied a Platonic view,
it made sense to the students chat religious symbolism would be mathematical, while
something as concrete as a mud wall was too hard to reimage. There was also the visual
effect of seeing computer simulations of the African log spirals; for a generation
brought up on video games and MTV, this placed it in a contemporary framework. Finally,
there was something about the religious subject matter itself--the very concept of a
*"life force" expressed as a self-organizing system-that may have created a resonance
for these students.
4. Onyejekwe's African Women Global Network is available from http://www.osu.edu/
org/awognet.
References
Abraham, Ralph, and Shaw, Christopher. Dynamics: The Geometry of Behavior. Santa Cruz,
Calif.: Aerial Press, 1982.
Abrahams, R. D. African Folktales. New York: Pantheon, 1983
Achebe, Chinua. Things Fall Apart. New York: Astor-Honor, 1959.
Adams, L. "North-West Indian art and its early Chinese paraliels." Man 36, no. 3 (1936).
Adepoju, Aderanti, and Oppong, Christine, eds. Gender, Work and Population in Sub-
Saharan Africa. Geneva: Incernational Labor Office, 1904-
Aguckawa, Kot. Rules for Playing Orate. Kumasi, Ghana: KofTall, 1991.
Akpabor, Samuel. "Random inusic of the Birom." African Arts 8, no. 2 (1975): 46-47.
Anderson, R. E.; Welch, W. W.; and Harris, L. J. "inequities in opportunities for computer
liceracy." Computing Teacher 11 (1984): 10-12.
Andréki, Hajnal. "Rózsa Péter." In Lynn Osen, ed., Women in Mathematics, 171-174. Cam:
bridge, Mass.: MIT Press, 1974.
aging the Diversity of Knowledge. New York: Routledge, 1995.
Appiah, A. In My Father's House. New York: Oxford, 1992.
Argiro, Larry. Mosaic Art Today. Scranton, Penn.: International Textbook Co., 1968.
Argyros, A. J. A Blessed Rage for Order: Deconstruction, Evolution and Chaos. Ann Arbor:
University of Michigan Press, 1901.
Arnoldi, Mary Jo. Bamana and Bozo Puppetry of the Segou Region Youth Societies. West
Latayerte, Ind.: Purdue University Press, 1977.
Asante, M. K. and Asante, K. W. African Culture: The Rhythms of Unity. Wesrport, Conn.:
Greenwood Press, 1985.
Ascher, M. Ethnomathematics. New York: Chapman and Hall, 1991.
243
244
References
Atmore, Anthony; Stacey, Gillian; and Forman, Werner. Black Kingdoms, Black Peoples: The
West African Heritage. New York: G. P. Putnam's Sons, 1979.
Auerbach, E. Mimesis. Princeton, N.J.: Princeton University Press, 1953.
Aveni, A. Skywatchers of Ancient Mexico. Austin: University of Texas Press, r98o."
Badawy, Alexander. A History of Egyptian Architecture. Giza: Studio Misr, 1954.
Badawy, Alexander. Ancient Egyptian Architectural Design. Berkeley: University of Califor-
nia Press, 1965-
Bak, Per, and Chen, Kan. "Selí-organized criticality." Scientific American, Jan. 1991, 46-53.
Baratz, J. C.; Ficklen, M. S.; King, B.; and Rosenbaum, P. Who Is Going to Medical School?
Princeton, N.J.: Educational Testing Service, 1985.
Barbier-Mueller Collection. African Art: From the Barbier-Mueller Collection. Geneva: Prestel-
Verlag, 1988.
Barsh, Russel. "The epistemology of traditional healing systems." Human Organization 56,
no. 1 (1997).
Bascom, William Russell. African Art in Cultural Perspective. New York: Norton, 1973.
Bastin, Marie-Louise. "The Mwanangana Chokwe chief and art." In Erna Beumers and Hans-
Joachim Koloss, eds., Kings of Africa. Berlin: Museum für Völkerkunde, 1992.
Batty, Michael, and Longley, Paul. Fractal Cities: A Geometry of Form and Function. San Diego:
Academic Press, c. 1994-
Beauvilain, A., et al. Atlas Aerien du Cameroun. Université de Yaounde, 1983.
Beguin, Jean-Pierre. L'Habitat au Cameroun. Paris: Office de la Recherche Scientifique Outre-
Mer, 1952.
Bell, Eric T. Men of Mathematics. New York: Simon and Schuster, 1939:
Benería, Lourdes, ed. Women and Development: The Sexual Division of Labor in Rural Soci-
eties. New York: Praeger, 1982.
Berjonneau, Gérald; Sonnery, Jean-Louis; and Fondation Dapper, ecs. Rediscovered Master-
pieces of African Art. Boulogne, France: Art 135, 1987.
Bhabha, H. Nation and Narration. London: Routledge, 1990.
Biebuyck, Daniel: Lega Culture. Los Angeles: University of California Press, 1973.
Black Elk. Black Elk Speaks: Being the Life Story of a Holy Man of the Ogalala Sioux, as told
to John G. Neihardt (Flaming Rainbow); illustrated by Standing Bear. New York:
W. Morrow and Company, 1932.
Blier, Suzanne: The Anatomy of Architecture: Ontology and Metaphor in Batammaliba Archi-
tectural Expression. New York: Cambridge University Press, 1987.
Blier, Suzanne. African Vodun: Art, Psychology, and Power. Chicago: University of Chicago
Press, 1995.
Blum, L.; Shub, M.; and Smale, S. "On a theory of computation and complexity over the
real numbers." Bull. AMS 21, no. 1 (July 198g): 1-46.
Boggs, J. "The Negro in Cybernation." In The Evolving Society: The Proceedings of the First
Annual Conference on the Cyberculurral Revolution - Cybernetics and Automation, ed. Alice
Mary Hilton. New York: Institute for Cybercultural Research, 1966.
Boserup, Ester. Woman's Role in Economic Development. London: Allen and Unwin, 1970.
Bourdier, J., and Trinh Minh-ha. African Spaces. New York: Africana, 1985.
Boyer, C. A History of Mathematics. New York: John Wiley and Sons, 1991.
Boyer, E. E. High School: A Report on Secondary Education in America. New York: Harper and
Row.
Burland, Cottie. North American Indian Mythology. New York: Hamlyn Publishing Group, 1965.
Cantor, M. Vorlesungen üher Geschichte der Mathematik. Leipzig: Teubner, 1880.
Caplan, Pat. "Development policies in Tanzania." In Nici Nelson, ed., African Women in the
Developinent Process. London: Frank Cass, 1981.
Carnegie Institure. The Art of Black Africa: Collection of Jay C. Leff. Pittshurgh: Museum of
Art, Carnegie Institute, 1970.
Chanda, Jacquefine. African Arts and Cultures. Worcester, Mass.: Davis Publications, 1993.
References
Chappel, T.J.H. Decorated Gourds in North-eastern Nigeria. London: Ethnographica, 1977.
Charley, Susan. "Pastoralism and the demise of communal property in Tanzania." Cultural
Survival Quarterly, Spring 1996, 41-44.
Clifford, J. "On ethnographic authority." Representations 2(1983): 118-146.
Clifford, J. "A politics of neologism: Aime Cesajre." In The Predicament of Culture. Cam-
bridge, Mass.: Harvard University Press, 1988.
Closs, M. P., ed. Native American Mathematics. Austin: University of Texas Press, 1986.
Connah, G. "The question of economic bases: Great Zimbabwe and related sites." In
African Civilizations. New York: Cambridge University Press; 1987.
Cook, Theodore A. The Curves of Life. London: Constable and Company, 1914.
Crowe, D., and Nagy, D. "Cakaudrove-style Masi Kesa of Fiji." Ars Textrina 18 (1992): 119-155
Crump, T. The Anthropology of Numbers. Cambridge, U.K.: Cambridge University Press, 1990.
Cullers, Jonathan. "Semiotics of tourism." American Journal of Semiotics 1, nos. 1-2 (1981):
Curtin, Philip D. The Alantic Slave Trade: A Census. Madison: University of Wisconsin Press,
Dauben, J. W. Georg Cantor. Cambridge, Mass.: Harvard University Press, 1979.
Davidson, Basil. African Kingdoms. New York: Time-Life, 1971.
Davis, J. D. The Effect of Mathematics Course Enrollment on Racial/Ethnic Differences in Sec-
ondazy School Mathematics Achievement. NAEP Report. Princeton, N.J.: Educational Test-
ing Service, 1986.
Davis, J. D. "The mathematics education of Black high school students." In Pearson and
Bechtel 1989.
Delaval, Bernard. "Urban communities of the Algerian Sahara." Ekistics 227 (October
Deleuze, Gilles, and Guattari, Félix. A Thousand Plateaus: Capitalism and Schizophrenia. Trans.
Brain Massumi. 'Minneapolis: University of Minnesota Press, 1987.
Derrica, J. Of Grammatology. Trans. G. C. Spivak. Baltimore: Johns Hopkins University Press,
1974.
Denyer, S. African Traditional Architecture. New York: Africana Publishing, 1978
Dery, Mark. "Black to the future." In Mark Dery, ed., Flame Wars, 179-222. Durham, N.C.:
Duke University Press, 1994-
Detroit Institute of Arts. Detroit Collects African Art. Detroit: Wayne State University
Press, 1977.
Devany, Robert. An Introduction to Chaotic Dynamical Systems. Menlo Park, Calif.: Benjamin
Cummings Publishing, 1986.
Devisse, J. "Urban history and tradition in the Sahel." In Reading the Contemporary African
City. Aga Khan Award for Architecture. Singapore: Concept Media, 1983.
Dewolney, A. K. "Analog gadgets." Scientific American, June 18-29, 1985.
Díaz, Rogelio Pitracho. "The mathematics of nature: the canamayté quadrivertex." ISGEM
Newsletter 11, no. 1 (December 1995): 7-12.
Drake, St. Clair. Black Folk Here and There. Los Angeles: UCLA Center for Afro-American
Studies, 1987.
Duly, Colin. The Houses of Mankind. London: Blacker Calmann Cooper Led., 1979.
Ehrlich, C. "Socialism, anarchism, and feminism." li Reinventing Anarchy. London: Rout-
ledge and Kegan Paul, 1979.
Eglash, R. "The cybernetics of cetacea." Investigations on Cetacea 16 (1984): 150-198.
Eglash, R. "A cybernetics of chaos." Ph.D. diss., Board of Studies in History of Conscious-
ness, University of California, Santa Cruz, 1992.
Eglash, R. "Inferring representation type from spectral estimates of fractal dimension in com-
munication waveforms." Journal of Social and Evolutionary Structures 16, no. 4 (1993).
Eglash, R. "African influences in cybernetics." In The Cyborg Handbook, ed. Chris Gray. New
York: Routiedge, 1995.
245
246
References
. Eglash, R. "When math worlds collide: Intention and invention in ethnomathematics." Sci-
ence, Technology and Human Values 22, no. 1 (Winter 1997a): 79-97.
Eglash, R. "Bamana sand divination: Recursion in echnomathematics." American Anthro-
pologist go no. 1 (March 1997b): 112-122.
Eglash, R. "The African heritage of Benjamin Banneker." Social Studies of Science 27 (April
19970): 307-315.
Eglash, R. "Geometric algorithms in Mangbetu design." Mathematics Teacher 91, no. 5
(May 1998a): 376-38г.
Eglash, R. "Computation, complexity and coding in Native American knowledge systems."
In Judith Hanks and Gerald Fast, eds., Changing the Faces of Mathematics: North Ameri-
can Indigenous People's Perspective. Reston, Va.: NCTM, 1998h.
Eglash, R. "Cybernetics and American youth subculture." Cultural Studies 12 (1998c): 3
Eglash, R., and Broadwell, P. "Fractal geometry in traditional African architecture." Dynam-
ics Newsleuer, June 1989, 1-ro.
Eglash, R.; Diatta, C.; and Badiane, N. "Fractal structure in Jola material culture." Ekistics
61 no. 368/369 (September-December 1994): 367-371.
Fagg, William. "The study of African art." Bulletin of the Allen Memorial Art Museum,
Winter 1955, 44-61.
Fagg, William. The Art of Western Africa: Sculpture and Tribal Masks. New York: New
American Library, by arrangement with UNESCO, 1967.
Faris, J. C. "From form to content in the structural study of aesthetic systerns." in D. Wash-
burn, ed., Structure and Cognition in Art, 90-112. Cambridge, U.K.: Cambridge Uni-
versity Press, 1983-
Fathy, Hassan. Architecture for the Poor. Chicago: University of Chicago Press, 1973.
Fauvel, John, and Gerdes, Paulus. "African slave and calculating prodigy: Bicentenary of
the death of Thomas Fuller." Historia Mathematica 17 (1990): 141-151.
Fernandez, James W. Bwiti: An Ethnography of the Religinus Imagination in Africa. Princeton,
N.J.: Princeton University Press, c. 1982.
Fourier, Joseph. Description de l'Egypte. Paris: Commission des Sciences et Arts d'Egypte, 1821.
Foucault, M. Discipline and Punish. New York: Pantheon, 1979.
Fraser, D. Village Planning in the Primitive World. New York: George Braziller, 1968.
Freeman, M., and Carbyn, L. Traditinal Knowledge and Renewable Resource Management.
Alberta, Canada: Boreal Institute for North American Studies, 1988.
Freeman, W. "Physiological basis of mental images." Biological Psychiatry 18 (1981):
1107-11251
Garcia, Linda. The Fractal Explorer. Santa Cruz: Dynamic Press, 1991.
Gardi, Rene. Indigenous African Architecture. New York: Van Nostrand Reinhold, 1973.
Gardner, Martin. "Mathematical recreations: The dragon curve." Scientific American, April
1967, 117-120.
Gardner, Martin. Aha! New York: Scientific American, 1978.
Gates, Henry Louis. The Signifying Monkey. Oxford: Oxford University Press, 1988.
Gates, Henry Louis. "Rap music: Don't knock it if you're not onto its 'lies. '" New York Her-
ald Tribune, June 20, 1990.
Geary, D. C. Children's Mathematical Development: Research and Practical Applications. Wash-
ington D. C.: American Psychological Association, 1994.
Geertz, Clifford. The Interpretation of Cultures: Selected Essays. New York: Basic Books, 1973-
Gerdes, Paulus. Une tradition geometrique en Afrique: les dessins sur le sable. Paris: Harmat-
can, 1995.
Gerdes, Paulus. Women, Ari, and Geometry in Southern Africa. Lawrenceville, N.).: Africa
World Press, 1998a.
Gerdes, Paulus. "Molecular modelling of fullerenes." The Chemical Intelligencer + (1908h).
Gies, J., and Gies, F. Leonardo of Pisa and the New Mathematics of the Midale Ages. New York:
Thomas Orowell, 1969.
References
Gillings, Richard J. Mathematics in the Time of the Pharaohs. New York: Dover, 1972.
Gilroy, P. The Black Atlantic. Cambridge, Mass.: Harvard University Press, 1993-
Gleick, J. Chaos — Making of a New Science. New York: Viking, 1087.
Gokwater, Robert. Bambara Sculpture from the Western Sudan. New York: University Pub-
lishers, 1960.
•Gratrani-Guinness, 1. "Towards a biography of Georg Cantor." Annals of Science 27, nO. 4
(1971).
Gray, Chris. The Cyburg Handbook. New York: Routledge, 1995.
Griaule, Marcel. Conversations with Ogotemmêli. Trans. R. Burler and A. Richards. London:
Oxford University Press, 1965.
Haeckel, Ernst. Kunstfonnen der Natur. Leipzig: Verlag des Bibliographischen Instituts, 1904.
Hall, E. R., and Post-Kammer, P. "Black mathematics and science majors: Why so few?" Career
Development Quarterly 35 (1987): 206-219.
Hamilton, A. Maori Art. London: New Holland Publishers, 1977.
Hanson, F. A. "When the map is the territory: Art in Maori culture." In D. Washburn, ed.,
Structure and Cognition in Art, 74-89. Cambridge, U.K.: Cambridge University Press,
1983.
Haraway, Donna. "A manifesto for cyborgs." Socialist Review 80 (1085): 65-108.
Haraway, Donna. "The promises of monsters: A regenerative politics for inappropriate/d
others." In Cultural Studies, ed. L. Grosberg, C. Nelson, and P. Treichler, 295-337. New
York: Routledge, 1992.
Haraway, Donna. Modest_Witness@Second_Millennium: FemaleMan_Meets_OncoMouse.
New York: Routledge, 1997.
Hartouni, Valerie. Cultural Conceptions: On Reproductive Technologies and the Remaking of Life.
Minneapolis: University of Minnesota Press, 1997-
Hayles, K. Chaos Bound. Ithaca, N.Y.: Cornell University Press, 1990.
Heaver, Hannan. "Hebrew in an Israeli Arab hand: Six miniatures on Anton Shammas'
Arabesques." Cultural Critique, Fall 1987, 47-76.
Hebdige, D. Cur 'si Mix: Culture, Identity, and Caribbean Music. New York: Methuen,
Heims, S. J. John von Neumann and Norbert Wiener. Cambridge, Mass.: MIT Press, 1980.
Hincheliff, K. H. Village Housing in the Tropics. Washington, D. C.: HUD, 1946.
Herskovits, Melville. "Wari in the new world." Paper read at the Americanist Congress, Ham-
burg, 1930.
Hodges, A: Alan Turing: The Enigna. Burnett Books, 1983.
Hofstadrer, Douglas. Godel, Escher, Bach. New York: Bsic Books, 1980.
Hofstadter, Douglas.
"The prisoner's dilemma: Computer tournaments and the evolution
of cooperarion." In Metamagical Themas, 715-738. New York: Basic Books, 1985.
Holas, B. Portes Sculptées du Musée d' Abidjan. Dokar: Ifan, 1952.
Holloway, J. E. Africanisms in American Culture. Bloomington: Indiana University Press, 1990.
Holm, Bill. Northwest Coast Indian Art. Seattle: University of Washington Press, 1965.
Hooks, Bell. Yearning: Race, Gender, and Cultural Politics. Boston: South End Press, c. 1990.
Hountondji, P. African Philosophy: Myth and Reality. Bloomington: Indiana University
Press, 1983.
Hughes, David. Afrocentric Architecture: A Design Priner. Columbus, Ohio: Greyden Press,
Hughes, David M. "When parks encroach upon people." Culural Survival Quarterly, Spring
1996, 36-40.
Hull, R. African Cities and Towns before the European Conquest. New York: W. W. Norton,
Hurault, M. J. Histoire du Lamidat Peul de Banyo. Paris: L'Academie des Sciences d'Ourre-
Mer, 1975.
Hurst, H. E. The Nile Basin. Cairo: Government Press, 1931.
247
248
References
Huskey, Velma, and Huskey, Harry. "Ada, Countess of Lovelace and her contribution to com-
puting." Abacus 1, no. 2 (1984).
Hyndman, D. "Conservation through self-determination: Promoting the interdependence
of cultural and biological diversity." Human Organization 53, no. 3 (1994). 1
Imperato, Pascal James. Dogon Cliff Dwellers: The Art of Mali's Mountain Beople. New York:
L. Kahan Gallery Inc. /African Arts, 1978.
Isichei, Elizabeth Allo. A History of Nigeria. New York: Longman, 1983.
Jefferson, Louise E. The Decorative Arts of Africa. New York: Viking Press, 1973-
Jones, Vaughan. "Knot theory and statistical mechanics." Scientific American, November
1990, 98-103.
Jorcen. "Tyranny of structurelessness." The Second Ware 2, 110. 1 (1972).
Juma, C. The Gene Hunters. Princeton, N.J:: Princeton University Press, 1980
Kay, P. Explorations in Mathematical Anthropology. Cambridge, Mass.: MIT Press, 1971.
Katz, V. J. Book review of Ethnomathematics. Historia Mathematica 19 no. 3 (August 1992):
Keitel, C., and Ruthven, K., eds., Learning from Computers: Mathematics Education and
Technology. Berlin: Springer-Verlag, 1993.
Kent, Kate P. Navajo Weaving: Three Centuries of Change. Seattle: University of Washing-
ton Press, 1985-
Klein, C. "Woven heaven, tangled earth." Annals of the New York Academy of Sciences 385
(May 14, 1982): 1-36.
Knorr, W. R. The Evolution of the Euclidian Elements. Dordrecht: Reidel, 1975.
Koloseike, A. "Models of terraces in Ecuador." In P. A. Ballonoff, ed., Mathematical Models
of Social and Cognitive Structures. Urbana: University of Illinois Press, 1974.
Krantz, S. G. "Fractal geometry." Mathematical Intelligencer 11, no. 4 (198g).
Laude, Jean. African Art of the Dogon. New York: Viking Press, 1973.
Lebeuf, A.M.D. Les Principantés Kotoko. Paris: Editions du Centre National de la Recherche
Scientifique, 1969
Lefkowitz, Mary. Not Out of Africa: How Afrocentrism Became an Excuse to Teach Mych as
History. New York: Basic Books, 1996.
Leuzinger, Elsy. The Art of Black Africa. New York: Rizzoli International, 1977.
Levey, Martin. The Algebra of Abu Kamil. Madison: University of Wisconsin Press,
Lloyd, P. C. "The Yoruba: An urban people?" In A. Southall, ed., Urban Anthropology. New
York: Oxford University Press, 1071
-yotard, J. F. The Postmodern Condition: A Report on Knowledge. Minneapolis: University ol
Minnesota Press, 1984-
McClelland, E. M. Cult of If Among the Yoruba. London: Ethnographica, 1982.
Macintosh, Roderick J., and Macintosh, Susan K. "People without history." Archaeology 42,
no. 1. (January 1989): 75-8o.
Malcom, S. M. An assessment of programs that facilitate increased access and achievement of females
and minorities in K-1 2 mathematics and science education. National Science Board Com-
mission on Precollege Education in Mathematics, Science, and Technology. Washington,
D.C.: Office of Opportunities in Science, and American Association for the Advance-
ment of Science.
Mamedov, Kh. S. "Crystallographic patterns." Computing and Mathematics with Applications
12B, no. 3/4 (1986): 511-529-
Mandelbrot, B. The Fractal Geometry of Nature. San Francisco: W. H. Freeman. 1977.
Mandelbrot, B. "Scalebound or scaling shapes: a useful distinction in the visual arts."
Leonardo 14 (1981): 45-47.
Mandelbrot, B. The Fractal Geometry of Nature. San Francisco: W. H. Freeman, 1982.
Maor, E. To Infinity and Beyond: A Cultural History of the Infinite. Princeton, N.J.: Prince-
ton University Press, 1987.
References
249
Markus, Mario. "Autonomous organization of a chaotic medium into spirals." In Istan Har-
gittai and Clifford Pickover, eds., Spiral Symmetry, 165-186. London: World Scientific,
1093.
Martel, E. "How not to teach ancient history." American Educator, Spring 1994, 33-37
. Maurer, Evan M., and Roberts, Allen F. Tabaa, the Rising of a New Moon: A Century of Tabwa
Art. Ann Arbor: University of Michigan Museum of Art, 1985-
May, Robert M. "Simple mathematical models with very complicated dynamics." Nature 261
(1976): 459-467.
Mees, A. "Chaos in feedback systems." In A. V. Holden, ed., Chaos. Princeton, N.J.:
Princeton University Press, 1984.
Mercer, Kobena. "Black hair/style politics." New Formations no. 5 (1988): 33-54-
Meurant, Georges.
Thames and Hudson, 1986.
Meurant, Georges, and Thompson, Robert Farris. Mbuti Design: Paintings by Pygmy Women
of the Ituri Forest. New York: Thames and Hudson, 1996.
Miles, Charles. Indian and Eskimo Artijacts of North America. Chicago: Henry Regnery, 1958.
Minh-ha, T. "She, the inappropriated Orher." Discourse 8 (1986).
Moore, C. G. "Research in Narive American machematics education." For the Learning of
Mathematics 14, no. 2 (June 1994): 9-14.
Moore, Doris. Acla, Countess of Lovelace. London: J. Mutray, 2977.
Morris, E., and Harkleroad, L. "Rózsa Péter: Recursive function theory's founding mother."
The Mathematical Intelligencer 12, no. 1, (1990): 59.
Mount, Marshall W. African Art: The Years since 1920. Bloomington: Indiana University Press,
1973.
Mudimbe, V. Y. The Invention of Africa. Bloomington: Indiana University Press, 1988.
Mveng, Engelbert. L'art d'Afrique Noire. Paris: Point Omega/Mame, 1964.
Nabokov, Peter, and Easton, Robert. Native American Architecture. Oxford: Oxford University
Press, 1980.
National Assessment of Educational Progress. Princeton, N.J., 1983.
Nazarea-Sandoval, Virginia. "Fields of memories as everyday resistance." Cultural Survival
Quarterly, Spring 1996, 61-66.
Neihardt, John. Black Elk Speaks. Lincoln: University of Nebraska Press, 1972.
Nelson, D.; Joseph, G. G.; and Williams, J. Multicultural Mathematics. Oxford: Oxford Uni-
versity Press, 1993.
Nelson, Nici, exl. African Women in the Development Process. London: Frank Cass, 1981.
Nolan, Robert. Bassari Migrations. Boulder, Colo.: Westview Press, 1986.
Nooter, N. I., and Robbins, W. M. "Bembe," plate 1221, in African Art in American Collec-
cions. Washington D.C.: Smithsonian institution Press, 1980.
Norberg-Schulz, Christian. Intentions in Architecture. Cambridge, Mass.: MIT Press, 1965.
Nordenfalk, Carl. Celtic and Anglo-Saxon Painting. New York: George Braziller, 1977.
Odira, Okechukwu. Traditional African Art. History of Art 505. Columbus: Ohio State
University, 1971.
Oritz de Montellano, B. "Melanin, Afrocentricity, and pseudoscience." Yearbook of Physi-
cal Anthropology 36 (1993): 33-58.
Ozkan, Suha. "Architecture to change the world!" In Ismaïl Serageldin, ed., The Architec-
cute of Empowerment. Lanham, Md.: Academy Editions, 1997.
Parrinder, Geoffrey. African Mythology. London: Paul Hamlyn, 1967.
Pearson, W., and Bechtel, H. K., eds. Blacks, Science, and American Education. New
Brunswick, N.J.: Rutgers University Press, 1989.
Peirgen, H. O.; Saupe D.; Jirgens, H.; Malersky, E.; Perciante, T.; and Yunker, L., eds. Frac-
tals for the Classroom: Strategic Activities. Vol. r. New York: Springer-Verlag/NCTM, 1991.
Peitgen, H. O., and Saupe D., eds. The Science of Fractal Images. New York: Springer-Verlag,
1988.
250
References
Pelton, Robert D. The Trickster in West Africa: A Study of Mythic Irony and Sacred Delight.
Berkeley: University of California Press, 1980.
Pennant, T. "Housing the urban labor force in Malawi: An historical overview, 1930-1980."
African Urban Studies, 16 (Spring 1983), 1-22.
Perczel, C. F. "Ethiopian crosses at the Portland Art Museum." African Arts' 14, no. 3 (May
Perrois, Louis. Ancestral Art of Gabon: From the Collections of the Barbier-Mueller Museum.
Geneva: Barbier-Mueller Museum, 1985.
Petitto, A. L. "Practical arithmetic and transfer: A study among West African tribusmen."
Journal of Cross Cultural Psychology 13 (1982): 15-28.
Petruso, K. M. "Additive progression in prehistoric mathematics: A conjecture." Historia
Mathematica 12 (1985): 101-106.
Phillips, Tom. Africa: The Art of a Continent. New York: Prestel, 1905.
Pickover, Clifford. Computers, Pattern, Chaos and Beauty. New York: St. Martin's Press, z9go.
Picton, John, and Mack, John. African Textiles: Looms, Weaving and Design. London: British
Musem, 1979-
Polanyi, Michael. The Tacit Dimension. Garden City, N.Y.: Doubleday, 1966.
Porter, T. M. The Rise of Statistical Thinking, 1820-1900. Princeton, N.J.: Princeton Uni-
versity Press, 1986.
orush, D. "fictions as dissipative structures: Prigogines theory and postmodernism's road
how." In N. Katherine Hayles, ed., Chaos and Order. Chicago: University of Chicago
Press, 1993.
Powell, L. "Factors associated with the underrepresentation of African Americans in mathe-
matics and science." Journal of Negro Education 59, no. 3 (1990).
Preziosi, D. A. "Harmonic design in Minoan architecture." Fibonacci Quarterly, December
1968, 371-383-
Restivo, Sal. The Social Relations of Physics, Mysticism, and Mathematics. Dordrecht:
D. Reidel, 1985.
Roberts, Allen F., and Maurer, Evan M. Tabwa: The Rising of a New Moon. Ann Arbor: Uni-
versity of Michigan Museurn of Art, 1985-
Roberts, Alien F., and Roberts, Mary Nooter, eds. Memory: Luba Art and the Making of His-
tory. New York: Museum for African Art, 1996.
Roberts, Mary Nooter. "Luba memory theater." In Allen F. Roberts and Mary Nooter
Roberts, eds., Memory: Luba Art and the Making of History. New York: Museum for African
Art, 1996.
Rose, T. Black Noise. Hanover, N.H.: Wesleyan University Press, 1994.
Roth, K. J. "Second thoughts about interdisciplinary studies." American Educator 44-48
(Spring 1994).
Rowe, Walter. "School daze: A critical review of the 'African-American Baseline Essays for
Science and Mathematics.' " Skeptical Inquirer, September 1995.
Rubel, L. A. "Digital simulation of analog computation and Church's thesis." J. Symbolic
Logic 34, no. 3 (September 1989): 1011-1017.
Rucker, Rucy. CALAB. San Jose: Autodesk, 1989.
Sabel, Charles, and Piore, Michael. Dialog on Flexible Manufacturing Neworks. Research
Triangle Park, N.C.: Southern Technology Council, 1990.
Sagay, Esi. African Hairstyles. Oxford: Heinemann International, 1983.
Sandoval, Chela. "New sciences: Cyborg feminism and the methodology of the oppressed."
In Chris Gray, ed., The Cyborg Handbook, 407-422. New York: Routledge, 1995.
Saupe, Dietmar. "Algorithms for random fractals." In Heinz-Otto Peitgen and Dietmar Saupe,
eds., The Science of Fractal Inages, 71-113. Berlin: Springer-Verlag, 1988.
Schillkrout, Enid, and Keim, Curtis A. African Reflections: Art from Northeastern Zaire.
Seattle: University of Washington Press, 1990.
Schroeder, M. Fractals, Chaos, and Power Laws. New York: W. H. Freeman, 1991.
References
Schuler, Douglas. New Community Networks: Wired for Change. New York: Addison-
Wesley, 1906.
Schwab, W. B. "Oshogbo: An urban community?" In H. Kuper, ed., Urbanization and Migra-
tion in West Africa. Berkeley: University of California Press, 1965-
Seignobos, C. Nord Cameroun: Montages et hautes terrès. Roquevaire: Editions Parenthéses,
Serageldin, Ismail. "Micro-finance: Reaching the poorest." In Ismail Serageldin, ed., The Archi-
lecture of Empowerment. Lanham, Md.: Academy Editions, 1997.
Shaw, Carolyn Martin. "The achievement of virginity: Sexual morality among the Kikuyu
of Kenya." National Endowment for the Humanities Summer Seminar, 1989.
Shaw, Carolyn Martin. Colonial Inscriptions. Minneapolis: University of Minnesota Press, 1995.
Shiva, Vandana. Biopiracy: The Plunder of Nature and Knowledge. Boston: South End Press, 1997.
Sieber, Roy. African Textiles and Decorative Arts. New York: Museum of Modern Art. Dis-
tributed by New York Graphic Society, Greenwich, Conn., 1972.
Skinner, S. Terrestrial Astrology: Divination by Geomancy. London: Routledge and Kegan Paul,
Smith, D. "The queen of rap." New York, December 3, 1990, 123-146.
Smith, E. W., and Dale, A. M. The Ila-Speaking Peoples of Northern Rhodesia. New York: Uni-
versity Books, 1968 (1920}.
Sobchack, Vivian.
"Theories of everything: A meditation on chaos." Artforum, October 1989.
Soppelsa, Robert T. Sculpted Wooden Doors of Ivory Coast: The Baule and Senufo. M. A.
thesis S712, Ohio Stare University, 1974.
Soyinka, Wole. "The last despot and the end of Nigerian history?" Index on Censorship 23,
no. 6 (November 1994): 67-75.
Spivak, Gayatri Chakravorty. In Other Worlds: Essays in Cultural Politics. New York:
Methuen, 1987.
Steenburg, D. "Chaos at the marriage of heaven and hell." Harvard Theological Review 84
(1091): 447-466.
Stein, Dorothy. Ada: A Life and a Legacy. Cambridge, Mass.: MIT Press, 1985.
Stéphanidès, Michel. "La naissance de la chimie." Scientia 21 (1922): 189-196.
Stiff, L. V.; Johnson, J. L.; and Johnson, M. R. "Cognitive issues in mathematics education."
in P. S. Wilson, ed., Research Ideas for the Classroom: High School Mathematics. New York:
Macmillan, 1993.
Stoller, Paul. "The negotiacion of Songhay space: Phenomenology in the heart of darkness."
American Ethnologist, 1980.
Stone, Allucquere Rosanne. The War of Desire and Technology at the Close of the Mechanical
Age. Cambridge, Mass.: MIT Press, 1995.
Stuart, D. E. The Magic of Bandelier. Santa Fe, N.M.: Ancient City Press, 1989.
Tank, David W., and Hopfiekd, John J. "Collective computation in neuronlike circuits." Sci-
entific American, December 1987, 104-114.
Tanner, Clara L. Southwest Indian Craft Arts. Tucson: University of Arizona Press, 1968.
Taylor, C. C. "Condoms and cosmology: The 'fracral' person and sexual risk in Rwanda."
Soc. Sci. Med. 31, no. 9 (1990): 1023-1028.
Taylor, F. Sherwood. "A survey of Greek alchemy." Journal of Hellenic Studies, 5o (1930):
109-119.
Taylor, P. J. "Technocratic optimism, H. T. Odum, and the partial transformation of eco-
logical metaphor after World War II." Journal of the History of Biology 21, no. 2 (Sum-
mer 1988): 213-244.
Thomas, Elise, and Slockish, Marie. The Heritage of Klickitat Basketry. Portland: Oregon His-
torical Society, 1982.
Thompson, D'Arcy Wencworth. On Growth and Form. Cambridge, U.K.: Cambridge Uni-
versity Press, 1917.
Thompson, J.E.S. Maya History and Religion. Norman: University of Oklahoma Press, 1970.
25I
252
References
Thompson, Robert F. Flash of the Spirit. New York: Vintage Books, 1983.
Trowell, Margaret. African Design. New York: Frederick A. Praeger, r9бо.
Tuana, Nancy. "The weaker seed." In Nancy Tuana, ed., Feminism and Science, 147-171. Bloom-
ington: Indiana University Press, 198g.
Turkle, Sherry. Life on the Screen: Identity in the Age of the Internet. New York: Simon and
Schuster, 1995-
Usiskin, Z. "We need another revolution in school mathematics." In The Secondary School
Curriculum 1985 Yearbook, ed. C. R. Hirsch and M. J. Zweng, 1-2r. Reston, Va.:
National Council of Teachers of Mathematics, 1985.
Van Wyk, Gary. "Secrecy, knowledge, power and postinodernity." In David Frankel, ed.,.
Secrecy: African Art that Conceals and Reveals. New York: Prestel-Verlag, 1993-
Vergis, A.; Steiglitz, K.; and Dickinson, B. "The complexity of analog computation." Tech-
nical report no. 337, Department of Electrical Engineering and Computer Science, Prince-
ton University, February 1985.
Vogel, Susan. Baule Art as the Expression of World View. Ann Arbor, Mich.: University Micro-
films, 1977.
von Fritz, Kurt. "The discovery of incommensurability by Hippasus of Metapontum." Annals
of Mathematics 46, no. z (April 1945).
Voss, R. F. "Fractals in nature." In H. O. Peitgen and D. Saupe, eds., The Science of Fractal
Images, 21-69. New York: Springer-Verlag, 1988.
Wahl, B. Exploring Fractals on the Macintosh. New York: Addison-Wesley, 1995.
Washburn, D. K., and Crowe, D. W. Symmetries of Culture. Seattle: University of Washington
Press, 1988.
Wassing, René. African Are: Its Background and Traditions. New York: Harry N. Abrams, 1968.
Waters, Frank. Book of the Hopi. New York: Viking Press, 1903.
Watson-Verran, H., and Turnbull, D. "Science and other indigenous knowledge systems."
In Sheila Jasanoff, Trevor Pinch, Gerald Markle, and James Perersen, eds., Handbook
of Science and Technology Studies. Beverly Hills, Calif.: Sage Publications, 1994.
Witherspoon, Gary, and Peterson, Glen. Dynamic Symmetry and Holistic Asymmetry in
Navajo and Western Art and Cosmology. Bern and New York: Peter Lang Publishing, 1995.
Williams, Denis. Icon and Image. New York: New York University Press, 1074.
Wilson, Eva. North American Indian Designs. Bath: Pitman Press, 1984.
Wiredu, J. E. "How not to compare African thought with-Western thought." In R. Wright,
ed., African Philosophy: An Introduction. Washington, D. C.: University Press of Amer-
Wittig, M. The Lesbian Body. Boston: Beacon Press, 1973.
Wolfram, S. "Universality and complexity in cellular automata." Physica roD (1984): 1-35.
Wolfram, S., ed. Theory and Application of Cellular Automata. Singapore: World Scientific,
Zahan, Dominique. The Bambara. Leiden: E. J. Brill, 1974-
Zaslavsky, Claudia. Africa Counts. Boston: Princile, Weher, and Schmidt, 1973.
Zaslow, Bert, and Ditrert, Alfred E. Pattern Mathematics and Archaeology. Phoenix: Arizona
State University, 1977-
-Index-
abbia, 120, 138-140, 145-146
Abraham, Ralph, 193, 238n8, 23906
abstraction, 17, 51, 53, 62, 78, 102, 109, 131,
133.202,212, 213,214,216
Achebe, Chinua, 1 73
adlition modulo. See mod 2
aclitive series, 186-180
mestherics. See estheties
aftine transformation, 75
Ahocentrises, 18o-181, 288, 222
age-grinde, 68, 87, 121, 124, 23706
agriculture, 24.31,125,227-224
Agudoawn, Koh, 107
Akan, 77-78,81, 104
alchemy, 99, 100, 101, 140, 141, 238n 12
algorithin, 38, 47, 6t, 68, 27, 97, 113, 118,
133,153-154, 170,174.206
analog, 151-154, 158-161, 164, 102-194, 200,
202, 214, 220, 238001, 2, 24003, 241712
Ananse, 137
Angola, 68, 186
animism, 104
anthropology: authority in, 183-184; function-
alist, 170; mathematical, 185-187, 101;
modernist, 131, 238; reflexive, OS; struc-
turalist, 181, 188. See also ethnography
apartheid, 184, 200
aperiodicity, 108, 172
Arabic culture, 98-99, 205
archaeology, 61, 87,80
architecture: African, 4-8, 19-40, 87-80,
110-111, 124, 126-128, 131, 135,
148-149, 162-164, 166, 174, 195-199,
205,210, 216-222, 224, 226; American,
3-5, 39, 49-50, 55. 197-190; Chinese, 4;
European, 3, 20, 39, 48-51, 55,89, 174,
195-196, 225; Indian, 47-48; Native
Alaris: 0, 39-42; South Pacifc, 47
Aristotle, 8, 51, 147-148, 205-206, 242
anthmerie, 86-108
arithmetic series. See additive series
art education, 225
artificial incelligence, 213
Ascher, Marcia, 45, 47, 186, 23704
Auhenticity, 74, 184, 193-194, 217,33602,
238n0, 240n1
authority, 31, 133, 183, 186, 203, 227-228
Babbage, Charles, 211-212
Badiane, Nfally, 162, 164
Ba-ila, 26-29, 55, 110, 23504
Bak, Per, 161, 170, 226
Baka, 183, 24014
Baker, Houston, 196
Bakubis, 172-173, 221
Baluba, 130, 166, 210
Bambara, Toni Cale, 194
Bamileke, Benimin, 55, 90, 182, 183
253
254
Bantu, 62
Banyo, 34-36
basket weaving, 45-46, 222
Bassari, 121-122, 23705
Batammaliba, 121, 126, 135
Batty, Michael, 49-50
beadwork, 113, 139, 166, 23705
Bell, Eric T., 207-208
Bembe, 123
Benin, 91, 124, 141-143, 166, 182, 216,
23705
Berg, TQ, 224
Bernoulli, Jacobo, 210
Bey, Hakim, 241n9
binary code, 95, 98, 101
binomial coefficients, 23705
biological determinism, 187, 191, 224-225
biology, 3, 34, 84, 102-105, 107-108, 124,
131, 133, 141, 159, 189, 191, 227-229,
240n6
biotechnology, 228-229
birth, 34, 90, 109, 127, 131, 133, 168, 170,
208, 210, 212, 242715
Blixen, Karen (Isak Dinesen), 197
Blyden, E. W., 200
body, 12, 63-65, 75-76, 131-133, 164, 226,
240001, 3
Boggs, James, 240n1
Bourdier, Jean-Paul, 32-33
braiding. See hairstyles
bridewealth, 89
Broadwell, Peter, 31
bronze sculpture, 138-139
Brown, James, 199-200
brown noise, 23907
Burkina Faso, 31-33, 182
Butler, Octavia, 194
Bwami, 52, 123
Bwiti, 129
Cairo, 37-38, 201-202
Cameroon, 21-25, 29-31, 34-36, 113,
119-120, 138-139, 145, 149-150, 182,
190, 216, 23907, 24014
Cantor, Georg, 8-10, 197, 206-208
Cantor, Moritz, 208
Cantor set, 12-13, 15, 17,93. 99, 147-148,
206-208
Caplan, Pat, 195, 241n6
Carby, Hazel, 194
Carver, George Washington, 194
carving, 7, 43-44. 45. 62-63, 68, 108, 113.
117, 120, 138, 143, 166, 187, 189
Casamance, 162, 164
cascade, 109-110, 111-114, 145
Cayley tree, 222
Cayuga, 186
cellular nutomata, 102-108, 143, 154-155.
158, 162, 164, 168, 120
Celtic design, 7, 48
Césaire, Aimé, 188, 24005
Index
Chaitin, Gregory, 153
•chaos, 93,95, 103, 108, 143, 159, 162, 168,
174, 182, 190, 193, 197, 199, 214, 23744
chi wara, 124-125, 127, 134, 209
Chinese mathematics, 4, 47-48, 185, 225,
23502
Chokwe, 61, 68, 69, 70, 84, 187
Chomsky, Noam: cognitive theory of, 211:
hierarchy of, 156-158
Christianity, 20, 48, 90, 127, 135-136, 149
cities. See architecture
class, 81
Clifford, James, 131, 183, 193. 236n2, 24005
coastlines, 15, 17
colonialism, 195-197
complexity, 5, 45, 68, 146, 151-176, 184, 189.
225, 228, 230
computer: analog, 151-155, 158-161, 164-166;
calculation by, 74, 89, 97, 151; in develop-
ment, 229-230; education, 223-225; hard-
ware, 95, 98, 101; programs, 110-912, 132,
135, 137-138, 188, 211; simulation, 3, 12,
21, 28, 31, 32, 34, 38, 61, 71, 77, 101-104.
147, 172; theory, 146, 156-158, 212-214
Congo. See Democratic Republic of Congo
Conway, John Horton, 103-104, 170
coordinate systems: Cartesian, 3-5, 42, 85,
196; polar, 231-234; spherical, 83
Coptic design, 236n4
cornrows. See hairstyles
cosmology, 43-44, 48, 131-135, 204, 210
counting: base six, 122; hase ten, 4, 99, 23502;
base two, 89-91, 100
Crowe, Donald, 47. 48
Crowley, Aleister, 99
Crutchfield, James, 1 59-160, 174
cybernetics, 236n2, 238n2
cyhorgs, 216, 242n1
Dan, 141-143, 166, 170, 175
Dangbe. See Dan
Danhen, J. W., 208
Davis, Angela, 240n2
de Sousa, Martine, 141
de Souza, Francisco, 141
death, 34, 164, 170, 204, 214
decentralization, 31, 39, 180, 197, 222, 229,
236n1
Delany, Samuel R., 194
Democratic Republic of Congo, 61, 127, 166
Derrida, Jacques, 192-193
Descartes, René, 195-196
descent, 8, 124-131, 149, 206, 23718
design themes, 3, 4, 6, 27, 39-40
Desta, Gebre Kristos, 216
deterministic chaos. See chans
development, 225-230
diaspora, 55, 180, 199
Diarta, Christian Sina, 7. 161-162, 164
Dínz, Rogelio, 43-44
differential equations, 236n2
Index
255
cliffusion limited aggregation, 49
digical, 101, 104, 151-152, 156-158, 166, 190,
102-194, 200, 211-213, 229, 238nn1, 2,
241012
dimension, 12, 15, 18-19, 32, 43, 81, 83-84,
93.104, 113, 115. 154, 170-172, 176, 209,
23808, 230007, 1
discase, 17,227
disequilibrium, 170
divination, 31, 93-108, 108, 122, 124, 133,
143, 151, 183, 190, 209, 23774
Dogon, 231-134, 138, 140, 146, 170, 175
doubling. See counting: base two
Du Bois, W.E.B., 200
dynamical systems theory, 239nб
East Africa, 86, 99, 216
economics, 180, 196, 211, 217,223, 227, 220,
24005
education. See art education; mathemarics.
education
Egypt, 37-38, 87-89, 99, 134-135, 137.
140-141, 188-180, 191, 204-208, 23604
Ellison, Ralph, 194
engineering, 5, 73-74, 85, 143, 230
Eno, Brian, 101
environment, 20, 39, 50-51, 133, 219,
227-22, 240n6
Epimenides of Crete, 111, 137
epistemology, 180, 180, 193, 225,230
Eshu, 174, 175
essentialism, 180-182
esthetics, 7, 38, 50, 52, 53-57, 62-63, 81, 113.
ethics, 192, 194-195, 210, 2404
ethnography, 28, 31, 45, 127, 131, 181-184,
200, 203, 223, 23505. See also anchropol-
ethnophilosophy, 149, 180-190
Ethiopia, 1o1, 135-136
Euclidean construction method, 65, 68-69:
113, 118
Eulerian parh, 48, 68, 70, 186
cvolution, 161, 187, 180-190, 24016
Foge, William, 7, 84, 139, 1090
falsiliability, 6, 179, 24001
Fang, 127, 129, 149, 210, 23707
forus. See birth
Fibonacci series, 87-89, 110-111, 156,
205-206
finite state automaton, 456-158, 23701
fluid How, 47-48, 77-78, 97, 104, 200, 213
Fon, 190
Foucault, Michel, 189, 194-195, 209, 24109
Fourier transform, 231, 233-234
fractal dimension. See dimension
fractal geometry: definition of, 8-19; European
history of, 8-17, 203-215. See also com-
puter: simulation; dimension; infinicy;
recursion; scaling; self-similarity
fractions, 204, 205, 23905
free will, 97, 199, 24109
Fulani, 29, 113, 119
Fuller, Thomas, 122, 23705
functionalism. See anthropology: functionalist
funeral rituals, 164
Gabon, 127
Gambia, 121, 182, 23705
game of life. See cellular automata
game theory, 101
Garcia, Linda, 93
Garvey, Marcus, 200
Gates, Henry Louis, go, 190, 219, 24204
Gauss, Carl Friedrich, 206
Geertz, Clifford, 181-182
gender, 190, 212-213, 227
generics, 124, 161, 180, 188, 228, 24006
geometry. See afhne transformation; computer:
simulation; coordinate systems; dimension;
Euclidean construction method; Eulerian
path; fractal geometry; graphing; helix;
hexagon; iterated function systems; nondif-
ferentiable curve; pentagon; Poincaré slice;
quincunx; scaling; self-similárity; Sierpin-
ski gasket; sinusoidal waves; spiral; tiling:
trigonomerry
geomancy, 98-101
Gerdes, Paulus, 68, 122, 186, 222
Getz, Chonat, 222
Ghana, 74, 77-80, 101, 104-108, 113, 115,
124, 182, 226-227, 23705
Gilmer, Gloria, 224
Gleick, James, 182
Gödel, Kurt, 199, 214, 238n10
graphing, 4, 12, 14, 47, 73-74, 79, 81, 83-85
graphics. See computer: simulation
Greek culture, 76, 89, 99, 147, 147-148,
203-206, 210,225
Griaule, Marcel, 138, 133
griot, 164
Guinea-Bissau, 44, 121
hairstyles, 7, 63. 81-84, 112-114
Hausdorff, Felix, 12
Hausclorff-Besicovirch measure. See dimension
Heaver, Hannan, 38, 200, 202
Heighway, John, 113
helix, 112, 114
Hermes Trismegistus, 99, 134, 141, 238n11
Herskovics, Melville, 107
hexagon, 4, S, 121-122, 214, 222, 2350)
hierarchy, 39, 120, 122, 156-158, 189, 197.
210,230,23601
Hindu culture, 99, 185, 187, 225
Hofstadter, Douglas, 110, 213, 238n10
homosexuality, 213-214
homunculus, 127, 24205
Hughes, David, 218-222
humanism, 194-195, 209
Hurst, H. E., 12, 208-201
256
Hurston, Zorn Neale, 188
hybrids, 187, 200, 230, 241h11
1h0, 197
Ifa, 93-95
India, 7, 47-48
infinity, 8-9, 12, 13, 18, 34, 41-42, 70, 76-77,
91, 111, 135, 138-139, 146-150, 153,
157-159, 170, 190, 204-207, 210, 222,
239007, 1, 241009, 3
information technology. See computer
initiation, 68, 87, 100, 121-123, 133, 23706
intentionality, 5-6, 19, 49-57, 81, 113, 123,-
162, 165, 174, 184-187, 219-220, 225
intuition, 53,56-57,68,71,113, 154,24102
iron work, 61, 89-90, 141, 143
irrational numbers, 97, 204, 2410n1, 2
Ishango bone, 89, 91
Islam, 29, 31, 38, 93, 162, 202, 205
iteration, 15, 17, 18, 21, 22, 25, 26, 28, 29, 30,
31, 34.37,38, 45,48, 63, 67,68, 69, 76.
29,83, 86-88, 91,95.103-104, 110-130,
132-137, 145, 155,170, 172, 176, 210,
212, 222, 23701, 238010, 24207
iterated function systems, 76, 222
ivory sculpture, 62, 63, 65-68
Japan, 47-48
jewelry, 53-54
Jews, 99, 101, 200, 202, 207-208, 241010
Jola, 162-165
Juma, Calestous, 228-229
Kabbalah, 99
Kamil, abu, 205
Karnak, 88
Kauffman, Stuart, 270
kente cloth, 74-76, 226-227
Kenyetta, Jomo, 188
Kepler, Johannes, 206
Kikuyu, 209, 237n6
King, Martin Luther Jr., 199
kinship, 24, 113, 124, 127, 130-131, 145, 164.
186, 200, 235n3
Kirdi, 29
knot theory, 48
Koch, Helge von, 9-15, 17-18
Kolmogorov, A. N., 152-153, 155
kora, 217-218
Kotoko, 21, 24.32
Kronecker, Leopokl, 208
Kuba. See Bakuba
Kuti, Fela, 200
Kwele, 122-123, 127-128
Labbezanga, 31-32, 231-232, 234
labor, 24, 39, 113, 187, 189, 196, 227
Leaky, Louis, 23706
Legha, 143-144, 166, 175, 216, 27704,
238n13
Leibnitz, Gottfried, 100-101
Index
lightning, 91-03
limit cycle, 106, 143, 228
lineage, 24, 124, 127
linearity, 40-42, 71, 74, 76-77, 86, 121,4.
129-130, 196, 197, 211, 222, 237
linguistics, 193
Ingic, 4, 28, 20, 98, 111-112, 135, 204, 231, 213
Logone-Birni, 21-24
lotus, 135, 137
Lourde, Audre, 240n3
Lovelace, Adh, 211-212
Luba. Sec Baluba
.. Lucas, Edouard, 206
Lull, Raymond, 99-101
lungs, 15-17,34
Malagasy, 98
Malawi, 196
Mali, 8,31-32, 71-72, 133, 182
mancala, 101
Mandelbrot, Benoit, 12, 15, 17, 47, 51, 93,
176, 197, 208-209, 214
Mandiack, 44, 52
Mangberu, 61-68, 70
marriage, 119, 124
masks, 80-8t, 84, 121-123
mathematics education, 222, 223-225.
236nn2, 3
Mauritania, 113, 115, 218-219
May, Robert, 159, 168
Mayer-Kress, Gottfried, 239n6
Mbuti, 54, 23909
measurement, 4, 9, 12-18, 38, 72-74, 79, 89,
122, 151, 153-155, 159-160, 172,
174-175, 23901
medicine, 17, 127, 196, 24205
memory, 34, 97, 156-159, 161, 166, 174, 228,
220, 238n3
metalwork, 7, 112, 216. See also bronze sculp-. a
ture; iron work
Mezzrow, Mezz, 241010
migration, 121, 227
mimesis, 50-53,56
Mitsogho, 127-129, 149, 210
mud two, 95, 08-09
Mofoa, 29-31
morphogenesis. See biology
Morse, Marston, 97-98, 23704
Mozambique, 222
Mudimhe. V. Y., 149, 180, 189-190, 194.
24005
multiculturalism, 206, 225
music, 64-65, 143, 149, 154, 174, 193. 194.
200, 204, 200, 23804, 241П10, 242012
Mveng, Engelhert, 149-150, 190
Nankani, 32-34. 148-149, 210
natrative, 93, 95, 96, 133, 137, 146, 148, 149,
179, 186, 202, 206, 23704, 238n0
Native American culture, 40-46, 48, 116, 184,
186, 229, 23704
nature, 17, 18, 47,48, 50-53-56-57, 62, 141,
149, 180, 181, 190, 193. 228, 23602, 23902
Nazarea-Sandoval, Virginia, 229
"negritude," 188, 190, 191, 2400g
neural nets, 152, 154,165
neurobiology, 157, 156, 187, 199, 238, 24016,,
New Age mysticism, 187
Nigeria, 24, 94, 137, 173-175, 187, 200, 227,
230
Nile river, 99. 208-209
nomads, 115
nondifferentiable curve, 239n7
onlinearity, 40-43, 70, 71, 70-77, 80-82, 84
36-86, 97, 108, 113, 118, 122, 143, 162
182, 190, 200, 216, 222, 236n2, 23704,
238n8
numbers, 4, 5, 6, 8, 18, 31, 41, 42, 76, 86-108.
122, 153, 157, 159, 186, 190, 203-206,
212, 229, 235112
numerỏlogy, 4, 20, 95, 121-122, 134-135, 204,
23502
Nummo, 131, 133, 175
Nupe, 137
Nyangula, Alex, 220-222, 24202
Odum, Howarl, 214
Ogoni, 228
Ogotemmêli, 131
1/F noise, 159, 161, 166
Onyejekwe, Egondu, 23o
optimization, 73-74
orientalisin, 188
ORSTOM, 25, 29
owari, 101-108
Palestine, 89
paradox, 12, 111-112, 164, 203-205
participant simulation, 29, 182-184, 23505
pentagon, 204, 24101
periodicity, 103, 106, 141 - 143, 153, 156,.
158-160,172-173.228
Peter, Rozsit, 212-213
phase space, 239n6
philosoply, 149, 179, 181)-190, 203, 235112
physics, 7, 15,50,113,151-155, 158-176, 194
pi, 206
Plato, 203-205, 210, 241001, 2, 24203
plotting. See graphing
Poincaré slice, 238n8
point attractor, 106
polar coordinates, 231-233
politics, 31, 34, 101-102, 120, 124, 145, 174,
179, 180, 180-190, 192-202, 227-230,
2400g, 241hn8, 9
Popper, Karl, 6, 179, 23901
population, 5, 25, 49-50, 97, 159, 168, 196,
197, 205, 229, 236n6
Portland Baseline Essays, 188-189
positivism, 179
postmodernism, 193-194, 199, 216, 23605.
241009, 11, 242n6
Index
power law, 71-74, 89-93, 159-161
primitivism, 53, 89, 180, 188-189, 194,
196-197,224-225
probability, 94. See also chaos; randomness;
statistics; stochastic variation
programming. See computer: programs
pseudorandom number generation, 97-96
ush-down automaton, 157-151
Pythagoras, 203-20.
Queen Latifa, 240n
quincunx, 55, 18
racism, 180, 187, 188
randomness, 31, 93-99, 152-155, 158-161, 174,
186, 196, 197, 118, 23704, 238013, 23902
ratios, 204
rebirth. See birth
recursion, 8-12, 16-17, 34,43, 45, 47-48, 55,
77. 86,89, 93.95. 98, 99, 108, 109-147,
149, 151, 155-159, 161, 176, 187, 190, 192,
194-195, 199-200, 202, 205, 209-214, 217,
23701, 23803. 239011, 24107, 242006, 7.
See also cascade; iteration; self-reference
reflexive anthropology. See anthropology:
reflexive
religion, 7, 20, 28, 31, 47, 48, 53, 78, 90, 92,
93, 99. 124, 127, 129, 131-132, 135,
141-143, 164, 166, 170, 180, 189, 194,
202, 204, 205, 207, 208, 211, 24203
reproduction, 107-108, 124, 125, 134, 138,
140, 200-210, 212-214. See also birth
rite of passage, 34
ritual, 31, 68, 99, 121, 123, 126, 127, 162, 164,
165, 180, 186
romantic organicism, 194
Rosicrucianism, 95, 208
Rousseau, Jean Jacques, 192-193
Rucker, Rudy, 104, 162
Russell, Bertrand, 211
Sahara, 38, 71
Sahel, 71-74
Sampson, Jaron, 224
Saro-Wiwa, Ken, 228
scaling, 12, 17-19, 21, 26, 28-29, 31-35, 38,
41, 43, 43-48, 52, 54, 56, 61-63, 65, 68,
70, 71-85, 86, 89, 104, 110, 112-114,
116-118, 120-124, 126-128, 130-135,
137, 141, 148-149, 156, 166, 174, 175,
190, 196, 200, 202, 208, 216, 225, 226,
227, 228, 23502, 23901
Schumaker, E. F., 228
Schyler, George, 194
sculpture, 7, 52, 63, 66, 68, 79, 80, 81, 84.
112, 113, 127, 133, 134, 138-139, 216
secrets, 93, 97, 121-122, 200, 204
self-generation, 95, 97, 100, 135, 140, 206, 209
self-organization, 101, 104, 107-108, 161,
164-166, 168, 170, 176, 195-197, 218,
220, 226, 228-230, 242n6
257
258
Index
self-organized criticality, 16t, 170, 226
self-reference, 110-112, 135, 137-140, 146
self-similarity, 4, 18-19, 21, 24, 29, 31, 34, 38,
42, 43,93, 100, 124, 125, 140, 176, 195.
209, 218
Senegal, 8, ss, 81, 93, 140, 161-162, 174, 182,
183, 190, 117-118, 23705
Senghor, Léopold, 7, 190
sexuality, 209-214
Shammas, Anton, 200, 202
Shango, 90-93, 175
Shaw, Carolyn Martin, 200-210, 2370б
Sierpinski gasket (or triangle), 113, 115,
218-219
Sims, John, 222
sinusoidal waves, 141-142
slaves, 108, 122, 200, 23514, 23705
Solomonoff, Ray, 153
Songhai, 31-32, 195
Sotho, 200
soul, 33-34, 124, 126
South Africa, 15, 184, 200
South Pacific, 39, 47-48, 186
Sow, Fatou, 183
spectrum, 5-6, 49,51-92,56, 172-173, 176,
231-234
Spillers, Hortense, 194
spiral, 23-24, 29, 31, 45, 47-48, 76-79, 81,
86, 104-105, 107-108, 112, 129-130, 148,
162, 164, 210, 216, 224, 226, 238n8,
24203
spirit, 4, 28, 31, 89-90, 113, 119, 121, 124,
126, 127, 129, 831, 141, 148, 174, 175,
186, 188, 193, 194, 200, 204, 23707
Spivak, Gayatri, 184
square root, 205
state, 39-40, 51, 189, 236n1
statistics, 18, 241ng
status, 26-29, 55, 68, 2350g|
stochastic variation, 93, 241n9
Stoller, Paul, 3t, 195
stonework, 29, 101, 113, 135-137, 185, 196,
stools, 55-56
structuralism, 18t, 188
synlols, 6, 7,8, 20, 24, 34, 42, 43,55, 71,
77-78, 93-101, 108-109, 120, 126-128,
131, 139, 145, 147, 151-152, 156-158,
164. 170. 181-182, 186, 188, 192-194,
196, 208, 211, 24001, 24203
symmetry, 7,31, 42-43, 45-47, 79, 113, 118,
186-187, 190, 197, 222, 236n3
Syria, 80
Tabwa, 127, 130, 23708
tallies, 121-122
Tang, Chao, s61
Tanzania, 80, 195
tarumbeta, 86-87, 106, 10819.
tattoo patterns, 47
textiles, 7, 172-173
Thompson, D'Arcy, 190
Thue, Axel, 237114
tiling, 172
Togo, 124
tourism, 34, 217-218
triangular numbers, 86-87, 106, 108
tribe, 40, 189, 203
trickster, 99. 116, 137, 174.175, 182, 216
trigonometry, 68
Trinh, Min-ha, 32-33
Tswana, 200
Turing, Alan, 213-214
Turing machine, 157-159, 23812
twins, 89-90, 181-182
Ulam, Stanislaw, 102
Van Wyk, Gary, 200
viceo, 99, 226-227, 229, 24203
virtual construction, 21, 29, 183-184, 213,
230, 23505
vodun, 90-93,94-95, 141-143, 144, 166, 170,
174, 175, 183, 190, 194, 216, 238013,
24004
von Neumann, John, 101-102, 108
voodoo. See vodun
voting, 164-165, 229-230
Washburn, Dorothy, 48, 187
West, Cornel, 194
white noise, 154-155, 158-161, 173-174, 228,
23907
Wiener, Norbert, 214
Wolfram, Stephen, 106, 155, 158
Wolof, 162
womb, 34, 133, 212
woinen, 24, 32-34, 90, 124, 195, 200, 204,
212-213, 222, 227, 24005, 24204
Yoruba, 81, 82, 112, 113, 118, 174. 183, 190,
196, 24004, 24107
Zaire. See Democratic Republic of Congo
Zambia, 8, 26, 220-222
Zeno of Elen, 203-205
Zhahotinsky reaction, 104, 162
Zimbabie, 100, 196, 200
Zulu, 222