身体的智能：・12.4尾声

在著名的小说《华尔街道士的告白》（Confessions ofa Taoist
on Wall Street）中，David Payne讲述了一个小男孩SunI的故事。他出生在中国，他母亲是中国人，他父亲是美国战斗机飞行员。他的母亲在他出生时就去世了，而他的父亲也返回了他的美国老家；他一个人被留在了中国，他是在寺院中长大的。他的师傅是一个姓

吴的厨师，是他在照顾着SunI。寺院建在河边一块很高的岩石上。他们的日常杂务之一是要走过一条布满岩石的路去河边挑水。这个孩子记得当他们到达寺院的时候，他桶里的水都洒光了，而吴师傅的桶总是满的。下面是SunI的想法：这是真的。虽然吴师傅在险峻的台阶上行走的速度是我的两倍，但凭借超常的运气和技巧，他从来没有洒落一滴水。（我尝试着通过缓慢行走、提前规划路径和小心移动脚步来减少损失）。

“我不明白”，我坦白的对他说“你一定知道什么技巧，给我讲讲你的方法。”

“你还没有切中要害。准确地讲正是过度地依靠方法使你迷惑，以至于使桶水洒空……

“如果你那么聪明的话，那你该怎么做呢？”

“我怎么做？……我闭上眼睛什么都不想。我的思想随处游荡。即使在最不平坦的路上，我的双腿自己找到去路。我怎么才能告诉你我是怎样做的呢？……我甚至不记得我自己！”（Payne，1984，18~19页）

参考文献

Anderson，J.（1983）.The Architecture of cognition.Cambridge，MA:Harvard
University Press.

Andrews，K.R.（1987）.The concept of corporate strategy.3rd edition.Bur Ridge，IL:Richard D.Irwin.

Ansoff，I.H.（1965）.Corporate strategy.New York:McGraw-Hill.

Arleo，A，and Gerstner，W.（2000）.Spatial
cognition and neuro-mimetic navigation:A model of hippocampal place cell
activity.In Navigation in Biological and Artificial Systems，special isue of Biolasgical Cybemelics，83：287-299.

Asada，M，MacDorman，K.F，Ishiguro，H.，and Kuniyoshi，Y.（2001）.Cognitive developmental robotics asa new paradigm for the design of
humanoid robots.Robotics and Autonomous Systems，37：185-193.

Ashby，W.R.（1956），An imrocuction o cybemetics.London：Chapman
and Hal.

Atkinson，R.C，and
Shifrin，R.M.（1968）.Human memory:A proposed system and its control processes.In
K.W.Spence，ed，The psychology
oflearning and motivation:Advances in research and theory.Vol.2.

New York:Academic Press，89-195.

Autumn，K，and Peatie，A.M.（2002）.Mechanisms
of adhesion in geckos.Integrative and Comparative Biology，42（6）：1081-1090.

Autumn，K，Siti，M，Peatie，A.M，Hansen，W.，Sponberg，S，Liang，Y.A，Kenny，T.Fearing，R，sraelachvili，J.N，and
Ful，R.J.（2002）.Evidence for van der Waals adhesion in gecko setae.

Procedings of the National Academy of
Science，99（19）：12252-12256.

Ayers，J.（2004）.Underwater walking.Arthropod Structure&Development，33（3）：347-360.

Babloyantz，A，Nicolis，C，and
Salazar，M.（1985）.Evidence for chalic dynamics during he slep cycle.

Physics Letters A，111：152.

Baddeley，A.（1997）.Human memor：Theory and practice.Revised
edition.East Susex，UK:Psychology Pres.

Bakkum，D.J，Shkolnik，A.C，Ben-Ary，G.，Gamblen，P，DeMarse，T.B，and Poter，S.M.（2004）.Remove some“A”from Al:Embodied
cultured networks.In F.lida，R.Pfeifer，L.Steels，and Y.Kuniyoshi，eds.，Embodied artificial
inteligence.Berlin:Springer，130-145.

Balakrishnan，K，Bousquet，O，and
Honavar，V.（1999）.Spatial learning and localization in rodents:A computation model of
the hippocampus and its implications for mobile robots.Adaptive Behavior，7（2）：

173-216.

Banzhaf，W，Nordin，P，Keller，R.E，and Francone，F.D.（1998）.Genetic programming:An imtroduction.

San Francisco:Morgan Kaufmann.

Bargh，J.A，and Charrand，T.L.（199）.The
unbearable automaticiy of being，.American Poychologist，54：

462-479.

Barmard，C.1.（1938）.Functions of the executive.Cambridge，MA:Harvard
University Press.

Bartlett，F.C.（1932）.Remembering.Cambridge:Cambridge University Press.

Basar，E，ed.（1990）.Chaos in brain
function.Berlin:Springer.

Beckers，R，Holland，O，and Deneubourg，J.-L.（1994）.From local actions to global
tasks:Stigmergy and collective robotics.In R.Brooks and P.Maes，eds，Artificial life IV:Proceedings of the
Fourth Intermational Workshop on the Synthesis and Simulat ion of Living
Systems.Cambridge，MA:MIT Press.

181-189.

Beer，R.D.（2003）.The dynamics of active categorical perception in an evolued model
agent.Adgptive Behavior，11（4）：209-243.

Bermstein,N.(1967). The co-ordination
and regulation of movements. London: Pergamon.

Best,P.J., White,A.M., and
Minai,A.(2001). Spatial processing in the brain: The activity of hippocampal
place cells. Annual Review of Neuroscience,24:459-486.

Bird,J, and Layzel,P.(2002). The
evolved radio and its implications for modeling the evolution of novel sensors.
In Proceedings of the 2002 Congress on Evolutionary Computation Piscataway, NJ:
IEEE Press,

1836-1841.

Blickhan,R, Wagner,H, and
Seyfarth,A.(2003). Brain or muscles? Recent Research Developments in Biomechanics,1:215-245.

Bonabeau,E, Dorigo,M, and
Theraulaz,G.(1999). Swarm inteligence: From natural to arijicial systems.

Santa Fe Institute Studies in the
Sciences of Complexity. Oxford: Oxford University Press.

Bongard,J.C.(2002). Evolving modular
genetic regulatory networks. In Proceedings ofthe 2002 Congress on Evolutionary
Computation. Piscataway, NJ: IEEE Press,305-311.

Bongard,J.C.(2003). Incremental
approaches to the combined evolution of a robot’s bodly and brain. PhD thesis,
Faculty of Mathematics and Science, University of Zurich.

Bongard,J.C, and Pfeifer,R.(2001).
Repeated stucture and disociation of genotypic and phenoypic complexity in
artificial ontogeny. In L. Spector et al, eds, Procedings ofthe Genetic and
Eivolutionary Computation Conference. San Francisco, CA: Morgan
Kaufmann,829-836.

Bovet,S, and Pfeifer,R.(2005).
Emergence of coherent behaviors from homogenous sensorimotor coupling.

The I2th International Conference on
Advanced Robotics (ICAR 2005),324-330.

Bower,1.L.(1970). Managing the resource
allocation process:A sudy of corporate planning and investment. Cambridge, MA:
Harvard Business School Press.

Braitenberg,V.(1984). Vehicles:
Experimenis in syntheic psychology. Cambridge, MA: MIrT Press.

Breazeal,C.(2002). Designing sociable
robots. Cambridge, MA: MrT Press.

Bremermann.H.J.(1958). The evolution of
intelligence: The nervous system as a model of its environment.

Technical report 1, contract
no.477(17), Department of Mathematics. Univer sity of Washington,

Seatle, WA.

Bridgeman,B.(2003). Is mental life
possible without the will?A review of Daniel M. Wegner’s The llusion of
Conscious Will. Psyche,9(13). http://psyche. cs. monash. edu. au/

Brighton,H.(2004). Introducing
artificial intelligence. New York: Totem Books.

Brooks,R.A.(1986).A robust layered
control system for a mobile robot. IEEE Jourmal of Roboics and
Automation,2(1):14-23.

Brooks,R.A.(1990). Elephants don’t play
chess. In P. Maes, cd, Designing autonomous agents: Theory and practice from
biology to engineering and back. Cambridge, MA: MIT Press,3-15.

Brooks,R.A.(1991a). Intelligence
without reason. In J. Myopoulos and R. Reiter, eds., Proceedings of the
Intemational Joint Conference on Arificial lnteligence. San Mateo, CA: Morgan
Kaufmam,569-595.

A: Morgan Kaufmann,569-595.

Brooks,R.A.(1991b). Intelligence
without representation. Artificial Iteligence,47:139-160.

Brooks,R.A, and Stein, LA.(1994).
Building brains for bodies, Autonomous Robots,1(1):7-25.

Burgeiman,R.A.(202). Siratesy is
destiny: How srategy-making shapes a company’s fiuure. New York: Free Pres.

Burgess,N, Donnet,J.G, Jefery,K.J, and
O”Kefe,J.(1997). Robotic and neuronal simulation of the hippocampus and
rat navigation. Philosophical Transactions ofthe Royal Society B,352:1535-1543

Camazine,S, Deneubourg,J-L, Fraks,N.R,
Sney,J, Theraulaz,G, and Bonalbeau,E.(201).

Self organization in biological
systems. Princeton, NJ: Princeton University Press.

Carpenter,G.A, and Grossberg,S.(2002).
Adaptive resonance theory. In M.A. Arbib, ed, The handbook of

brain theory and neural networks,2nd
edition. Cambridge, MA: MIT Press.

Cartright,B.A., and Collett,R.S.(1983).
Landmark navigation in bees. Journal of Comparative Physiology,

151:521-543.

Ceci,S, and Williams,W, eds.(1999). The
nature-nurture debate: The essential readings. Oxford, UK: Blackwell.

Chalmers,D.(1997). The conscious mind:
In search of a fundamental theory. Oxford: Oxford University Press.

Christensen,C.M.(1997). The innovator’s
dilemma. Cambridge, MA: Harvard Business School Press.

Clancey,W.J.(1991). Review of The
invention of memory by Israel Rosenfield. Arificial Intelligence,50:

241-284.

Clancey,W.J.(1997). Siuated cognition:
On human knowledge and computer representations. New York: Cambridge University
Press.

Clark,A.(1997). Being there: Puting
brain, body, and world together again. Cambridge, MA: MIT Press.

Clark,A.(2003). Natural-born cyborgs:
Minds, technologies, and the fuuire of human inteligence. Oxford: Oxford
University Press.

Collins,S.H, Wisse,M, and
Ruina,A.(2001).A three-dimensional passive-dymamic walking robot with two legs
and knees. International Jourmal of Robotics Research,20:607-615.

Collns,S, Ruina,S, Tedrake,R, and
Wisse,M.(2005). Efficient bipedal robots based on passive-dynamic walkers.
Science,307:1082-1085.

Craik,F. IL.M.(1983). On the transfer
of information from temporary to permanent memory. Philosophical Transactions
of the Royal Society of London B,302:341-359.

Crick,F, and Koch,C.(2003).A framework
for consciousness. Nature Neuroscience,6(2):119-126.

Crockett,L.J.(1994). The Turing Test
and the frame problem: AI’s mistaken understanding of intelligence.

Norwood, NJ: Ablex.

Cruse,H.(1990). What mechanisms
coordinate leg movement in walking arthropods? Trends in
Neurosciences,13:15-21.

Caikszentmihalyi,M.(1990). Flow: The
psychology of optimal experience. New York: Harper and Row.

Damasio,A.(1995). Descartes’ error:
Emotion, reason, and the human brain. New York: Ouil.

Darwin,C.(1859). On the origin of
species by means of natural selection, or the preservation of favoured races in
the strusgle for life. London: John Murray.

Dautenhahn,K., and Nehaniv,C.L.,
eds.(2002). Imitation in animals and artifacts. Cambridge, MA: MIT Press.

Davids,A.(2002). Urban search and
rescue robots: From tragedy to technology. IEEE Intelligent Systems,

17(2):81-83.

Dawkins,R.(1986). The blind watchmaker:
Why the evidence of evolution reveals a universe without design.W.W. Norton.

Dawkins,R.(1996). Climbing mount
improbable.W.W. Norton.

Deneubourg,J.-L, and Goss,S.(1989).
Collective patterms and decision making. Ethology, Ecology, and
Evolution,1:295-311.

Dennett,D.C.(1997). Cog as a thought
experiment. Robotics and Autonomous Systems,20:251-256.

De Preester,H., and Knockaert,V,
eds.(2005). Body image and body schema: Interdisciplinary perspectives on the
body. Amsterdam: John Benjamin.

Descartes,R.(1637). Discourse on
method. Trans.L. Laleur. New York: Bobbs Merrill,1960.

Dewey,J.(1896). The reflex arc in
psychology. Psychological Review,3(1896):357-370.

Dorigo,M., and Stitzle,T.(2004). Ant
colony optimization. Cambridge, MA: MIT Press.

Dorigo,M., Di Caro,G, and Sampels,M.,
eds.(2002). Ant algorithms: Third International Workshop, ANrS

2002. Berlin: Springer.

Drucker,P.F.(1985). Innovation and
entrepreneurship: Practice and principles. New York: Harper and Row.

Dirr,V, Krause,A.F, Schmitz,J, and
Cruse,H.(2003). Neuroethological concepts and their transfer to walking
machines. International Journal of Robotics Research,22(3-4):151-167.

Edelman,G.(1987). Neural Darwinism: The
theory of neuronal group selection. New York: Basic Books.

Eggenberger,P.(1997). Evolving
morphologies of simulated 3d organisms based on differential gene expression.
In P. Husbands and I. Harvey, eds, Fourth European Conference on Artificial
Life.

Cambridge, MA: MIT Press,205-213.

Eggenberger,P.(1999). Evolution of
three-dimensional, artificial organisms: Simulations of developmental
processes. PhD dissertation, Medical Faculty, University of Zurich.

Eggenberger Hotz,P.(2003).
Genome-physics interaction as a new concept to reduce the number of genetic
parameters in artificial evolution. Proceedings of the 2003 Congress on
Evolutionary Computation.

Piscataway, NJ: IEEE Press,191-198.

Eliasmith,C.(2005).A unified approach
to building and controlling spiking attractor networks. Neural
Computation,17(6):1276-1314.

Ellis,R, and Humphreys,G.W, eds.(1999).
Connectionist psychology:A text with readings. Hove, UK: Psychology Press.

Elman,J.L., Bates,E.A, Johnson,H.A.,
Karmiloff-Smith,A, Parisi,D., and Plunkett,K.(1996).

Rethinking innateness:A connectionist
perspective on development. Cambridge, MA: MIT Press.

Epstein,J.M, and Axtell,R.L.(1996).
Growing artificial societies: Social science from the botom up.

Cambridge, MA: MTT Press.

Erwin,T.L.(1988). The tropical forest
canopy: The heart of biotic diversity. In E.O. Wilson, ed., Biodiversity.

Washington, DC: National Academy
Press,123-129.

Erwin,T.L.(1997). Biodiversity at its
utmost: Tropical forest beetles. In M.L. Reaka-Kudla,D.E. Wilson, and E.O.
Wilson, eds., Biodiversity lⅡ. Washington, DC, Joseph Henry Press,27-40.

Fend,M, Yokoi,H., and Pfeifer,R.(2003).
Optimal morphology of a biologically inspired whisker array on an
obstacle-avoiding robot. In W. Banzhaf,T. Christaller,P. Ditrich,J.T.

Ferber,J.(1999). Multi-agent systems:
An introduction to distributed artificial inteligence. Harlow, UK
Addison-Wesley.

Feyerabend,P.(1975). Against method:
Outline of an anarchistic theory of knowledge. London: Verso.

Fisher,R.P.(1996). Implications of
output-bound measure for laboratory and field research in memory Behavioral and
Brain Sciences,19:197.

Fogel,D.B, ed.(1998). Evolutionary
computation: The fossil record. Piscataway, NJ: IEEE Press.

Fraser,A.S.(1957). Simulation of
genetic systems by automatic digital computers.I. Introduction.

Australian Journal of Biological
Science,10:484-491.

Freeman,W.J.(1991). The physiology of
perception. Scientific American,264:78-85.

Freeman,W.J.(2000). Neurodynamics: An
exploration of mesoscopic brain dynamics. London: Springer.

Fukuda,T, and Nakagawa,S.(1988).
Approach to the dynamically reconfigurable robotic system. Journal of
Intelligent and Robotic Systems,1:55-72.

Gallagher,S.(2005a). Dynamic models of
body schema processes. In H. De Preester and V. Knockaert, eds.

(2005). Body image and body schema:
Interdisciplinary perspectives on the body. Amsterdam: John

Benjamin.

Gallagher,S.(2005b). How the body
shapes the mind. Oxford: Oxford University Press.

Gallese,V, Fadiga,L, Fogassi,L, and
Rizzolatti,G.(1996). Action recognition in premotor cortex. Brain,

199:593-609.

Gardner,M.(1970). Mathematical games:
The fantastic combinations of John Conway’s new slitaire game Life”cienic

merican,223(October 1970):120-123.

Garrod,S, and Pickering,M.J.(2004). Why
is conversation so easy? Trends in Cognive Sciences,81):

8-11.

Gaussier,P, Revel,A, Banquet,J, and
Babeau,V.(2002). From view cells and place cells to cognitive maps: Processing
stages of the hippocampal system. Biological Cybernetics,86:15-28.

Geim,A.K, Dubons,S.V, Grigorieva,I.V,
Novoselov,K.S., Ahukov,A.A, and Shapoval,S.Y.(2003)

Microfabricated adhesive mimicking
gecko foothair. waure Material,2:461-463.

Gemmell,J, Bell,G, and Lueder,R.(2006)
MyLifeBits:A personal database for everything.

Communications of the ACM,49(1):88-95.

Gleick,J.(1987). Chaos: Making a new
science. New York: Viking Penguin Glenberg,A.M.(1997). What memory is for.
Behavioral and Brain Sciences,20:1-56.

Goldberg,D.E.(1989). Geneic alsorithms
in search, optimication, and machine leaming. Reading, MA: Addison-Wesley.

Goleman,D.(1997). Emotional
inteligence. New York: Bantam Books.

Gomez,P.Y, and Jones,B.C.(2000).
Conventions: An interpretation of deep structure in organizations.

Organization Science,11(6):696-708.

Graybiel,A.M.(190). Neurotransmiters
and neuromodulators in the basal ganglia. Trends in Neuroscience,

13(7):244-254.

Graziano,M.S, and Gross,C.G.(1998).
Spatial maps for the control of movement. Current Opinion
Neurobiology,8:195-201.

Gregory,R.L.(1987). The Oxford
companion to the mind. Oxford: Oxford University Press.

Grillner,S.(1996). Neural networks for
vertebrate locomotion. Scientijfic American,274:64-69.

GroB,R, and Dorigo,M.(2004).
Cooperative transport of obiec ts of different shapes and sizes. In M. Dorigo,
M. Birattari,C. Blum,L.M. Gambardella,F. Mondada, and T. Stitzle, eds., Ant
colony optimization and swarm intelligence. Berlin: Springer,106-117.

Guan,L, Kiemel,T, and Cohen,A.V.(2001).
Impact of movement and movement-related feedback on the lamprey central paern
generator for locomotion. Journal of Experimental Biolagy,204:2361-2370.

Guha,R.V, and Lenat,D.B.(1990). Cyc:A
midterm report. Al Magazine,11(3):32-59.

Haenmy,P.E, Mansell,J.H, and
Schiller,P.H.(1988). State dependent activity in monkey visual cortex.I1.

Retinal and extrareinal Facl rs in V4.
Experimental Brain Research,69:245-259.

Hafner,V.V, and Moler,R.(2001).
Learming of visual navigation strategies. In M. Quoy,P. Gausier, and J. Wyat,
eds, Proceedings of the Ninth European Workshop on Learning Robots. Springer:
Berlin

47-56.

Haggard,P, and Wolpert,D.(2005).
Disorders of body scheme. In H-J. Freund,M. Jeannerod,M. Hallet.

and R. Leiguarda, eds, Higher-order
motor disorders: From neuroanatomy and neurobiology to clinical neurology.
Oxford, UK: Oxford University Pres.

Hamel,G, and Prahalad,C.K.(1994).
Competing for the fuure. Cambridge, MA: Harvard Business School Press.

Hara,F, and Pfeifcr,R.(2000). On the
relation among morphology, material and control in

morpho-functional machines. In J.A.
Meyer,A. Berthoz,D. Floreano,H.L. Roitblat, and S.W. Wilson, eds., From animals
to animats 6: Proceedings of the Sixcth International Conference on Simulation
of Adaptive Behavior. Cambridge, MA: MIT Press,33-40.

Hara,F, and Pfeifer,R., eds.(2003).
Morpho-functional machines, the new species: Designing embodied inteligence.
Tokyo: Springer.

Harnad,S.(1990). The symbol grounding
problem. Physica D,42:335-346.

Hatch,J.P, and Riley,P.(1985). Growth
and development of biofeedback:A bibliographic analysis.

Biofeedback and Sef
Regulation,10(4):289-299.

Haugeland,J.(1985). Artificial
intelligence: The very idea. Cambridge, MA: MIT Press.

Hayes,A.T, Martinoli,A, and
Goodman,R.M.(2000). Comparing distributed exploration strategies with simulated
and real autonomous robots. In L. Parker,G. Bekey, and J. Bahren, eds.,
Proceedings of the Fifth International Symposium on Distributed Autonomous
Robotics Systems. Berlin: Springer,261-270.

Hebb,D.O.(1949). The organization of
behavior. New York: Wiley.

Hemelrijk,C.K.(2002). Self-organsation
and natural selection in the evolution of complex despotic societies.

Biological Bulletin,202:283-289.

Herrnstein,R, and Murray,C.(1994). The
bell curve: Intelligence and class structure in American life. New York: Free
Press.

Hertzberg,J, Jaeger,H., and F.
Schonherr (2002). Learning to ground fact symbols in behavior-based robots.

In F. van Harmelen, ed, Proceedings of
the Fifteenth European Conference on Artificial Intelligence.

Amsterdam: IOS Press,708-712.

Hirose,S.(1993). Biologically inspired
robots: Snake-like locomotors and manipulators. Oxford: Oxford University
Press.

Hofstadter,D.R.(1985). Metamagical
themas: Questing for the essence of mind and patern. New York: Basic Books.

Holland,J.H.(1992). Adaptation in
natural and artificial systems. Cambridge, MA: MIT Press.

Holland,O, and Melhuish,C.(1999).
Stigmergy, self-organization, and sorting in collective robotics.

Artificial Life,5:173-202.

Hosokawa,K, Shimoyama,I, and
Miura,H.(1995). Dynamics of self-assembling systems: Analogy with chemical
kinetics. Artificial Life,1:413-427.

Hunt,K.D.(1996). The postural feeding
hypothesis: An ecological model for the evolution of bipedalism.

South African Journal of
Science,92:77-90.

Huxley,J.S.(1942). Evolution, the
modern synthesis. London: Allen and Unwin.

Ichikawa,S, Miyamae,T., and
Hara,F.(2003). Emerging of group formation: Morphological configuration of
multi-robot system. In F. Hara and R. Pfeifer, eds, Morpho-functional machines:
The new species.

Tokyo: Springer.

lida,F. and Pfeifer,R.(2004).
Self-stabilization and behavioral diversity of embodied adaptive locomotion In
F. lida,R. Pfeifer,L. Steels, and Y. Kuniyoshi, eds., Embodied artificial
intelligence. Berlin: Springer,

119-129.

lida,F, Dravid,R., and Paul,C.(2002).
Design and control of a pendulum-driven hopping robot. In R.

Siegwart and C. Laugier, eds,
Proceedings of the 2002 IEEE/RS. JInternational Conference on Intelligent
Robots and Systems. Madison, WI: Omni press,2141-2146.

lida,F, Pfeifer,R, Steels,L, and
Kuniyoshi,Y, eds.(2004). Embodied artificial intelligence. Berlin: Springer.

lispeert,A.J.(2001).A connectionist
central pattern generator for the aquatic and terrestrial gaits of a

simulated salamander. Biological
Cybermetics,84(5):331-348.

jspeert,A.J, Martinoli,A., Bilard,A,
and Gambardella,L.M.(2001). Collaboration through the exploitation of local
interactions in autonomous collective robotics: The stick pulling experiment.

Autonomous Robos,11(2):149-171.

Imamura,T, Toshima,I, Tanie,H, and
Nakamura,Y.(2004). Embodied symbol emergence based on mimesis theory. International
Journal of Robotics Research,23(4):363-378.

IsAiguro,A, and Kawakatsu,T.(203). How
should control and bodly systems be coupled?A robolic case sudy. In F. lida,R.
Pfeifer,L. Steels, and Y. Kuniyoshi, eds, Embodied arificial inteligence.
Berlin: Springer,107-118.

Ishiguro,A, Fujii,A., and
shigroa.A,5oi.A, amd Fescuberaer,P.(2003), Neruromodulated controlof
bipedalcomotion usinga ptive Behavior,11(1):7-17.

to,M, and Tani,J(2004). On-line
imitative interaction with a humanoid robot using a dynamic neural network
model of a mirror system. Adaptive Behavior,12(2):93-115.

Jacoby,L.L, and Dallas,M.(198). Onthe
relationship betwen autobiographical memory and percpual learning. Journal of
Experimental Psychology(General),110:306-340.

Jaeger,H, and Christaler,T.(198). Dual
dymamics: Designing behavior systems for autonomous robots.

Artificial Life and Robolics,2:108-112.

Jeannerod,M.(1997). The cognitive
neuroscience ofaction. Oxford, UK: Blackwell.

Kaas,J.H.(1995). The reorganization of
sensory and motor maps in adult mammals. In M.S. Gazaniga, ed.

The cognitive neurosciences. Cambridge,
MA: MIT Press/Bradford Books.

Kaneko,K, and Tsuda,I.(2001). Complex
systems: Chaos and beyond.A constructive approach with applications in life
sciences. Berlin: Springer.

Karm.K.S. and zdinsty,C.1.(199),
Driviag and dih washing; Palure of he coespondence metaphor for memary.
Behavioral and Brain sciences,19(2):198.

Kaufiman,S.A.(1993). The origins of
order: Selforsanication and selection in evolution. Oxford: Oxford University
Press.

Kawasaki,G.(199), Rules for
revolutionaries: The capialist manijesto for creating and markeing new products
and services. New York: HarperCollins.

Kelso,J.A.S.(1995). Dymamic paterms:
The selforsanicaion of brain and behavior. Cambridge, MA: MIT Press.

Kim, and]. Ziegler, eds, Advances in
Artificial Life: Procedinss of the Seventh European Conference on Artificial
Life Berlin: Springer,771-780.

Kirmura,H. Tsuchiya.K, Ishigr.A, and
Wite.,H, ds.(206), Adapive motion ofaninmalsand machines Tokyo: Springer.

Kitano,H, Asada,M, Kuniyoshi,Y, Noda,1,
Osawa,E, and Matsubara,H.(1997). Robocup:A challenge problem for Al. Al
Magazine,18(1):73-85.

Klaasen,B, Linmemann,R, Spenneberg,D,
and Krchner,F.(2002). Biomimetic walking robot SCORPION: Control and modeling.
Robotics and Autonomous Systems,41(2-3):69-76.

Kolers,P.A, and Roedigr,H.L,Ⅲ (1984).
Procedures of mind Jounal of verbal leaming and Verbal Behavior,23:425-449.

Koppel,D, Wang,W.F, and Lee,H.(2005).
Robust and real-time image stabilization and rectification. In IEEE Workshop on
Aplicaions of Computer Vision, Piscataway, NJ: IEEE Press,350-355.

Koriat,A, and Goldsmith,M.(1996).
Memory netaphors and the laboratory/real-life controversy: Cecn

Correspondence versus storehouse views
of memory. Behavioral and Brain Sciences.19:175-297

Koriat,A, and Goldsmith,M.(1997). The
myriad functions and metaphors of memory. Behavioral and Brain
Sciences,20:27-28.

Koriat,A, and Pearlman-Avnion,S.(2003).
Memory organization of action events and its relationship to memory
performance. Journal of Experimental Paychology(General),132:435-454.

Koza,J.R, and Rice,J.P, eds.(1992).
Genetic programming: On the programming of computers by means of natural
selection. Cambridge, MA: MIT Press.

Koza,J.R, ed.(1994). Genetic programming
Il: Automatic discovery of reusable programs. Cambridge, MA: MIT Press.

Koza,J.A., Andre,D, Keane,M.A, and
Bennett,F.H.(1999). Genetic programming lll: Darwinian invention and problem
solving. San Francisco: Morgan Kaufmann.

Koza,J.R, Keane,M.A, Streeter,M.J.,
Mydlowec,W., Yu,J., and Lanza,G., eds.(2003). Genetic programming IV: Routine
human-competitive machine intelligence. Nonwell, MA: Kluwer Academic.

Krumlauf,R.(1994). Hox genes in
vertebrate development. Cel,78(2):191-201.

Kuniyoshi,Y, Yorozu,Y, Inaba,M., and
Inoue,H.(2003). From visuo-motor self learning to early imitation: A neural
architecture for humanoid learning. Proceedings of the 2003 IEEE International
Conference on Robotics and Automation, Piscataway, NJ: IEEE Press,3132-3139.

Kuniyoshi,Y., Yorozu,Y., Yoshiyuki,E.,
Terada,K., Otani,T, Nagakubo,A., and Yamamoto,T.(2004). From humanoid
embodiment to theory of mind. In F. lida,R. Pfeifer,L. Steels, and Y.
Kuniyoshi, eds, Embodied artificial inteligence. Berlin: Springer,202-218.

Kunz,H, and Hemelrijk,C.K.(2003).
Artificial fish schools: Collective effects of school size, body size, and body
form. Artificial Life,9:237-253.

Kurzweil,R.(2000). The age of spiritual
machines: When computers exceed human intelligence. New York: Penguin Putnam.

Kuwana,Y, Nagasawa,S, Shimoyama,I, and
Kanzaki,R.(1999). Synthesis of the pheromone-oriented behavior of silkworm
moths by a mobile robot with moth antennae as pheromone sensors. Biosensors and
Bioelectronics,14(2):195-202.

Lachman,R, Lachman,J.L, and Butterfield,E.C.(1979).
Cognitive psychology and information processing. Hillsdale, NJ: Erlbaum.

Lakoff,G, and Johnson,M.(1980).
Metaphors we live by. Chicago: University of Chicago Press.

Lakoff,G, and Ndiez,R.(2000). Where
mathematics comes from: How the embodied mind brings mathematics into being.
New York: Basic Books.

Lambrinos,D, Miller,R, Labhart,T,
Pfeifer,R, and Wehner,R.(2000).A mobile robot employing insect strategies for
navigation. Robotics and Autonomous Systems,30:39-64.

Langton,C.G.(1995). Artificial life: An
overview. Cambridge, MA: MIT Press.

Libet,B., Gleason,C.A, Wright,E.W, and
Pearl,D.K.(1983). Time of conscious intention to act in relation to onset of
cerebral activity(readiness-potential): The unconscious initiation of a freely
voluntary act. Brain,106:623-642.

Lichtensteiger,L, and Salomon,R.(2000).
The evolution of an artificial compound eye by using adaptive hardware. In
Proceedings of the 2000 Congress on Evolutionary Computation. Piscataway, NJ:
IEEE Press,1144-1151.

Ling,L, Martinoli,A, and
Abu-Mostafa,Y.S.(2004). Learning and measuring specialization in collaborative
swarm systems. Adaptive Behavior,12(3-4):199-212.

Lipson,H, and Pollack,J.B.(2000).
Automatic design and manufacture of artificial lifeforms. Nature,406:

974-978

Lohn,1.D., Hormby,G.S, and
Linden,D.S.(2004). An evolved antenna for deployment on NASA’s Space Technology
5 mission. Genetic Programming Theory and Practicell. Kluwer, chapter 18.

Lovejoy,C. Owen.(1981). The origins of
man. Science,211:341-348.

Lungarella,M.(2004). Exploring
principles towards a developmental theory of embodied artificial intelligence.
PhD thesis, University of Zurich. Switzerland.

Lungarlla,M, Metta,G, Sandini,G, and
Pfeifer,R.(2004). Developmental robotics:A survey.

Connection Science,15(4):151-190.

Lungarella.,M, Pegors,T, Bulwinkle,D.,
and Sporms,O.(2005). Methods for quantifying the informational structure of
sensory and motor data. Neuroinformatics,3(3):243-262.

Mapping,B.(1994). Penfield’s
homunculus. Journal of Neurology, Neurosurgery, and Psychiatry,56(4):

329-333.

Maravita,A, and Iriki,A.(2004). Tools
forthe body(schema). Trendsin Cognitive Sciences,8(2):79-86.

March,1.G.(1994). Primer on decision
mating: Hlow decisions happen. New York: Free Pres.

March,J.G, and Simon,H.A.(1993). Organizations.2nd
edition. Oxford, UK: Blackwell Maris,M, and te Bo

d te Boekhorst,R.(1996). Exploiting
physical constraints: Heap formation through behavioral ermor in agroup of
robots. In Proceedings of the IEEE/RSI Intenational Conference on Inteligent Robos
and Systems. Piscataway, NJ: IEEE Press,1655-1660.

Marin,P, and Bateson,P.(1993).
Measuring behaviorAn introductory guide.2nd cdition. Cambridge: Cambridge
University Press.

Marinoli,A, jspeert,A, and
Mondada,F.(199), Understandingcolecive aggregtionmechanisms: Fron probabilistic
modeling to experiments with real ro!

ots. Robotics and Autonomous
Systems,29:51-63.

Matsushita,K, Lungarella,M, Paul.C, and
Yokoi,H.(2005). Locomoting with less computation but more morphology. In
International Conference on Robotics and Automation Piscataway, NJ: TEEE Press.

McCarthy,J, Minsky,M.L, Rochester,N,
and Shannon.c E

1955). Dartmouth Artificial
Intelligence Project Proposal.(webpage) htp:/www.-formal. stanford.
edu/jimc/history/dartmouth/dartmouth. htmi McCorduck,P.(1979). Machines who
think. San Franscisco.W.H. Freeman.

Mcculoch,w.s, and Pis,W.H.(1943).A
ogical calculus of he ideas imnanentin nervous acivity.

Buletin ofMathemaical
Biopboysics.s.1533.

McDermott,J.J.(1981). The philosophy of
John Dewey. Chicago: University of Chicago Pres.

McFarland,D.(1994). Towards robot
cooperation. In D. Cliff,P. Husbands.J.A. Mever er, and s.w. Wilson,

as, From aninas o cninas 3: Procedngs
of he rhird imenaioal converence on simiationlf Adaptive Behavior. Cambridge,
MA: MIT Press,440-444.

McFarland D, and Bser.T.(1993),
ntelisgentbehavior n aninals and robos. Cambridge, MA: MrT Pres.

McGeer,T.(1990). Passive dynamic
walking International Journal of Robotics Research,9:62-82.

McLurkin,J, and Yamins,.D.(2005).
Dynamic task assignment in robot swarms. In S. Thrun,G.s. Sukhatme.

and S. Schal, eds, Robotics: Science
and systems. Cambridge, MA: MIT Press.

McMahan,R.A.(1984). Muscles, reflexes,.
and locomotio n. Princeton, NJ: Princeton University Press.

Miki.N, and Shimoyama,I.(1999). Study
on micro-flying robots. Advanced Robotics,13(3):245-246.

Minsky,M.(1985). The society ofmind.
New York: Simon and Schuster.

Mintzberg,H.(1994). The MDEaDCTE2.H
N9OD, TAe be ad Aal of stratesic plaming: Reconciving rales for plamiang.
plans.

e Press.

Mor,J.H, cd,(2003). The Turing TestThe
elusive standard of arnificial inteligence. Dordrectht.

Netherlands: Kluwer Academic.

Montefiore,A, and Noble,D.(1989).
Goals, no-goals and own goals:A debate on goaldirected ond

intentional behaviour. London: Unwin Hyman.

Morasso,P, and Sanguinetti,V.(1995).
Self-organizing body schema for motor planning. Jourmal of Motor
Behavior,27(1):52-66.

Murata,S, Kamimura,A, Kurokawa,H,
Yoshida,E, Tomita,K, and Kokaji,S.(2004).

Self-reconfigurable robots: Platforms
for emerging functionality. In F. lida,R. Pfeifer,L. Steels, and Y.

Kuniyoshi, eds., Embodied artificial
intelligence. Berlin: Springer,312-330.

Nadel,J.(2002). When do infants expect?
Infant Behavior and Development,7:517-522.

Nagai,Y, Hosoda,K, Morita,A, and
Asada,M.(2003).A constructive model for the development of joint attention.
Connection Science,15(4):211-229.

Naghavi,H.R, and Nyberg,L.(2005).
Common fronto-parietal activity in attention, memory, andconsciousness: Shared
demands on integration? Consciousness and Cognition,14(2):390-425. Neath,I, and
Surprenant,A.M.(2003). Human memory.2nd edition. Belmont, CA: Wadsworth/Thomson
Learning.

Neisser,U.(1978). Memory: What are the
important questions? In M.M. Gruneberg,P. Moris, and R.

Sykes, eds., Practical aspects of
memory. London: Academic Press,3-24.

Newell,A.(1990). Unifed theories of
cognition. Cambridge, MA: Harvard University Press.

Nolfi,S, and Floreano,D.(2004).
Evolutionary robotics: The biology, inteligence, and technology of
selforganizing machines. Cambridge, MA: MIT Press.

Nonaka,I, and Takeuchi,H.(1995). The
nowledge-creating company. Oxford: Oxford University Press.

Norman,D.A.(1980). Twelve issues for
cognitive science. Cognitive Science.4:1-32.

iez,R.(2004). Do real numbers really
move? In F. lida,R. Pfeifer,L. Steels, and Y. Kuniyoshi, eds, Embodied
artificial intelligence. Berlin: Springer,54-73.

Okada,M, and Nakamura,Y.(2004). Design
of the continuous symbol space for the intelligent robots using the
dynamics-based information processing. In Procedings of the IEEE Intermational
Conference on Robotics and Automation. Piscataway, NJ: IEEE Press,3201-3206.

O”Keefe,J, and
Dostrovsky,J.(1971). The hippocampus as a spatial map: Preliminary evidence
from unit activity in the freely moving rat. Brain Research,34:171-175.

O’ Regan,J.K, and Noe,A.(2001).A
sensorimotor acount of vision and visual consciousness. Behavioral and Brain
Sciences,24:939-1031.

Paul,C, Dravid,R, and lida,F.(2002).
Control of lateral bounding for a pendulum driven hoping robot. In P. Bidaud
and F.B. Amar, eds, Proceedings of the International Conference of Climbing and
Walking Robots. Suffolk, UK: Professional Engineering Publishing,333-340.

Paul,C.(2004). Morphology and
computation. In S. Schaal,A.I. ljspeert,A. Billard,S. Vijayalkumar,J.

Hallam, and 1-A. Meyer, eds,
Proceedings ofthe Eighth International Conference on the Simulation of Adaptive
Behavior. Cambridge, MA: MIT Press,33-38.

Payne,D.(1984). Cornfessions of a
Taoist on Wall Street. New York: Ballantine Books.

Penfield,W, and Boldrey,E.(1937).
Somatic motor and sensory representation in the cerebral cortex of man as
studied by electrical stimulation. Brain,37:389-443.

Pfcifer,R, and Glatzeder,B.(2004).
Visualizing intellgence: The aesthetics of anginering (in Cerman: Inteligenz
sichtbar machen: die Aesthetik des Engineering). In C. Maar and H. Burda, eds.,
Icomic Tum: Die neue Macht der Bilder. Cologne, DE: DuMont.

Pfeifer,R, and Scheier,C.(1999).
Understanding intelligence. Cambridge, MA: MTT Press.

Pfeifer,R.(2000). On the role of
morphology and materials in adapvive behavior. In J-A. Meyer,A. Bertoz.

D. Floreano,H. Roitblat, and S.W.
Wilson, eds., Proceedings of the Sicth lnternational Confarenco on the

Simulation of Adaptive Behavior.
Cambridge, MA: MIT Press,23-32.

Pfeifer,R., Bongard,J., and
lida,F.(2005). New robotics: Design principles for intelligent systems.
Artificial Life,11(1-2):99-120.

Piaget,J.(1952). The origins of
intelligence in children. New York: International University Press.

Piaget,J.(1963,2001). The psychology of
intelligence. New York: Routledge.

Pinker,S.(1997). How the mind works.
New York:W.W. Norton.

Poli,R.(2001). Exact schema theory for
genetic programming and variable-length genetic algorithms with one-point
crossover. Genetic Programming and Evolvable Machines,2(2):123-163.

Popper,K.R.(1935). Logik der Forschung.
Wien: Springer.

Popper,K.R.(1959). The logic of
scientific discovery. London: Hutchinson.

Port,R.F, and van Gelder,T, eds.(1995).
Mind as motion: Explorations in the dynamics of cognition.

Cambridge, MA: MIT Press.

Porter,M.E.(1980). Competitive
strategy. New York: Free Press.

Prigogine,I, and Stenger,I.(1984).
Order out of chaos: Man’s new dialogue with nature. Boston: Shambhala.

Ramachandran,V.S, and
Hirstein,W.(1998). The perception of phantom limbs: The D.O. Hebb lecture.

Brain,121(9):1603-1630.

Reber,A., ed.(1995). The Penguin
dictionary of psychology.2nd edition. London: Penguin.

Rechenberg,1.(1994).
Evolutionsstrategie’94. Stutgart: Friedrich Frommann.

Reger,B.D, Fleming,K.M, Sanguineti,V,
Alford,S, and Mussa-Ivaldi,F.A.(2001). Connecting brains to robots: An
artificial body for studying the computational properties of neural tissues.
Arificial Life,6:

307-324.

Reprinted in J.J. McDermott, ed, The
Philosophy of John Dewey. Chicago: University of Chicago Press,

136-148.

Reynolds,C.W.(1987). Flocks, herds, and
schools:A distributed behavioral model. Computer Graphics,21:

25-34.

Ridley,M.(2003). Nature via nurure:
Genes, experience, and what makes us human. New York: HarperCollins.

Russell,S.J, and Norvig,P.(1995).
Artificial intelligence:A modern approach. Upper Sadle River, NJ: Prentice
Hall.

Sakamura,K.(1984). TRON-Total
architecture. In Proceedings of Architecture Workshop in Japan’84.

Tokyo: Information Processing Society
of Japan,41-50(in Japanese).

Sakamura,K.(1990). TRON-concept
intelligent house. Japan Architect,65(4):35-40(in Japanese).

Scheling,T.C.(1969). Models of
segregation. American Economic Review (Papers and Proceedings),59(2):

488-493.

Schenker,P.S, Huntsberger,T.L,
Pirjanian,P, Baumgartner,E.T, and Tunstel,E.(2003). Planetary roverdevelopments
supporting Mars exploration, sample return and future human-robotic
colonization.

Autonomous Robots,14(2-3):103-126.

Schumpeter,J.A.(1984). Capialism,
socialism, and democracy. Fourth edition. New York: HarperCollins.

Searle,J.R.(1980). Minds, brains, and
programs. Behavioral and Brain Sciences,3:417-424. Reprinted in J.

Haugeland, ed., Mind design.
Montgomery, VT: Bradford Books,1981.

Seyfried,J, Szymanski,M, Bender,N,
Estana,R, Thiel,M, and Wom,H.(2005), The ISWARM project Intelligent small world
autonomous robots for micro-manipulation. In E. Sahin, ed, Swarm robolics.

Berlin: Springer,70-83.

Simon,H.A.(1969). The sciences of the
artificial.2nd edition. Cambridge, MA: MIT Press. Simon,H.A.

(1976). Administrative behavior:A study
of decision-making processes in administrative organization.

3rd edition. New York: Free Press.

Sims,K.(1994a). Evolving virtual
creatures. Computer Graphics,28:15-34.

Sims,K.(1994b). Evolving 3D morphology
and behavior by competition. In R. Brooks and P. Maes, eds., Artificial Life
IV: Proceedings of the Fourth International Workshop on the Synthesis and
Simulation of Living Systems. Cambridge, MA: MIT Press,28-39.

Skarda,C, and Freeman,W.J.(1987). How
brains make chaos in order to make sense of the world.

Behavioral and Brain
Sciences,10:161-195.

Sloman,A.(1978). The computer
revolution in philosophy: Philosophy, science, and models of mind.

Brighton, UK: Harvester Press.

Smith,L.B, and Thelen,E.(2003).
Development as a dynamic system. Trends in Cognitive Sciences,7(8):

343-348.

Spector,L.C.(2004). Automatic quantum
computer programming:A genetic programming approach.

Boston: Kluwer Academic.

Spector,L., Klein,J, Perry,C., and Feinstein,M.(2005).
Emergence of collective behavior in evolving populations of flying agents.
Genetic Programming and Evolvable Machines,6(1):111-125.

Sporms,O., and Alexander,W.H.(2002).
Neuromodulation and plasticity in an autonomous robot. Neural Networks,15:761-774.

Steels,L.(1991). Toward a theory of
emergent functionality. In J-A. Meyer and S.W. Wilson, eds., From animals to
animats: Proceedings of the First International Conference on Simulation of
Adaptive Behavior. Cambridge, MA: MIT Press,451-461.

Steels,L.(1997).A selectionist
mechanism for autonomous behavior acquisition. In R. Pfeifer and R. Brooks,
eds, Practice and future of autonomous agents. Special issue, Robotics and
Autonomous Systems,20:

117-132.

Steels,L.(2001). Language games for
autonomous agents. IEEE Inteligent Systems,16(5):16-22.

Steels,L.(2003). Evolving grounded
communication for robots. Trends in Cognitive Sciences,7(7):

308-312.

Steels,L(2004). The autotelic
principle. In F. lida,R. Pfeifer,L. Steels, and Y. Kuniyoshi, eds., Embodied
artificial intelligence. Berlin: Springer,231-242.

Storm,C, and Freeman,W.J.(2002). Review
of Complex systems: Chaos and beyond.A constructive approach with applications
in life sciences, by K. Kaneko and I. Tsuda. Engineering Applications of Artificial
Intelligence,15(1):117-119.

Stay,K, Shen,W.-M, and Wil,P.M.(2002).
Using role-based control to produce locomotion in chain-type
self-reconfigurable robots. IEEE/ASME Transactions of
Mechatronics,7(4):410-417.

Stoy,K, Shen,W.-M, and Will,P.(2003).A
simple approach to the control of locomotion in self-

reconfigurable robots. Robotics and
Autonomous Systems,44(3-4):191-199.

Strogatz,S.H.(1994). Nonlinear dynamics
and chaos. Cambridge, MA: Perseus Books. Suh,N.P.(1990).

The principles of design. New York:
Oxford University Press.

Takahata,M, Shiraki,K, Sakane,Y, and
Takebayashi,Y.(2004). Sound feedback for powerful Karate training. In Y.
Nagashima and M.J. Lyons, eds, New interfaces for musical expression.
Hamamatsu, JP: Shizuoka University of Art and Culture,13-18.

Thelen,E., and Smith,L.(1994).A dynamic
systems approach to the development of cognition and action.

Cambridge, MA: MIT Press.

Thelen,E., Schoner,G, Scheier,C., and
Smith,L.B.(2001). The dynamics of embodiment:A field theory of infant
perseverative reaching. Behavioral and Brain Sciences 24(1):1-34.

Thompson,A.(1996). Silicon evolution.
In J.R. Koza,D.E. Goldberg,D.B. Fogel, and R.L. Riolo, eds., Proceedings of
Genetic Programming 1996. Cambridge, MA: MIT Press,444-452.

Tinbergen,N.(1963). On aims and methods
of ethology. Zeitschrin Tierpsychologie,20:410-433.

Toda,M.(1982). Man, robo, and society.
The Hague: Nijhoff.

Tononi,G, Sporms,O, and
Edelman,G.M.(1994).A measure for brain complexity: Relating functional
segregation and integration in the nervous system. Proceedings of the National
Academy of Science of the United States of America, USA 91:5033-5037.

Tononi,G., Sporns,O., and
Edelman,G.M.(1996).A complexity measure for selective matching of signals by
the brain. Proceedings of the National Academy of Science of the United States
of America, USA 93:

3422-3427.

Triantafyllou,M.S, and
Triantafyllou,G.S.(1995). An efficient swimming machine. Scientific American.

272:64-70.

Trullier,O, and Meyer,J.-A.(1997).
Place sequence learning for navigation. In W. Gerstner,A. Germond,M.

Hasler, and J. Nicoud, eds.,
Proceedings of the Seventh International Conference on Artificial Neural
Networks. Berlin: Springer,757-762.

Turing,A.(1950). Computing machinery
and intellgence. Mind,59:433-460. Reprinted in E.A.

Feigenbaum and J. Feldman, eds,
Computers and thought. New York: McGraw-Hill,11-35.

Turing,A.(1952). The chemical basis of
morphogenesis. Philosophical Transactions ofthe Royal Society B,

237:37-72.

Van Gelder,T.J.(1995). What might
cognition be, if not computation?. Journal of Philosophy,91:345-381.

Vogel,S.(1998). Cats’ paws and
catapulis: Mechanical worlds ofnature and people. New York: Norton.

Von Holst,E.(1943). Uber relative
Koordination bei Arthropoden. Pfligers Archiv,246:847-865.

Von Melchner,L, Pallas,S.L, and
Sur,M.(2000). Visual behavior mediated by retinal projections directed to the
auditory pathway. Nature,404:871-875.

Von Neumann,1.(1966). The theory of
selfreproducing automata. Edited and completed by A.W. Burks.

Urbana: University of llinois Pres.

Walter,W.G.(1950). An imitation of
life. Scientific American,182(5):42-45.

Webb,B.(1996).A robot cricket.
Scientijfic American,275(6):94-99.

Webb,B, and Consi,T.R, eds.(2001).
Biorobotics: Methods and applications. Cambridge, MA: MrT Press.

Wegner,D.M.(2002). The ilusion of
conscious wil. Cambridge, MA: MIT Press.

Wehner,R, Michel,B., and
Antonsen,P.(1996). Visual navigation in insects: Coupling of egocentric and
geocentric information. Journal of Experimental Biology,199:129-140.

Weick,K.E.(1995). Sensemaking in
organizations. London: Sage Publications.

Weiser,M.(1991). The computer for the
twenty-first century. Scientific American,265(3):94-104. Weizenbaum,J.(1966).
ELIZA:A computer program for the study of natural language communication
between man and machine. Communications of the ACM,9(1):36-45.

Weng,J, McClelland,J, Pentland,A,
Sporns,O, Stockmann,I, Sur,M, and Thelen,E.(2001). Autonomous mental
development by robots and animals. Science,291(5504):599-600.

Wheler,P.E.(1991). The thermoregulatory
advantages of hominid bipedalism in open equatorial environments: The
contribution of increased convective heat loss and cutaneous evaporative
cooling.

Journal of Human Evolution,21:107-115.

Whitesides,G.M, and
Grzybowski,B.(2003). Self-assembly at all scales. Science,295:2418-2421.

Wiener,N.(1948). Cybernetics; or,
Control and communication in the animal and the machine. Cambridge, MA: MIT
Press.

Williamson,M.(1999). Robot arm control
exploiting natural dynamics. PhD thesis, Department of Electrical Engineering
and Computer Science, Massachusets Institute of Technology.

Winograd,T, and Flores,F.(1986).
Understanding computers and cognition. Reading, MA: Addison-

Wesley.

Wood,L.(2002). The world in a box.
Litle fanfare greets the coming out of a pivotal AI project. Scientific
American,286(1):18-19.

Yerkes,R.M, and Dodson,J.D.(1908). The
relation of strength of stimulus to rapidity of habit-formation.

Journal of Comparative Neurology and
Psychology,18:459-482.

Yokoi,H, Hernandez Arieta,A, Katoh,R,
Yu,W., Watanabe,I, and Maruishi,M.(2003). Mutual adaptation in a prosthetics
application. In F. lida,R. Pfeifer,L. Steels, and Y. Kuniyoshi, eds, Embodied
artificial intelligence. Berlin: Springer,146-159.

Yoshikai,T, Mizuuchi,I., Sato,D,
Yoshida,S, Inaba,M, and Inoue,H.(2003). Behavior system design and
implementation in spined muscle-tendon humanoid “Kenta.”Journal of
Robotics and Mechatronics,

15(2):143-152.

Yoshikawa,Y, Asada,M, and
Hosoda,K.(2004a). Towards imitation learning from a viewpoint of an internal observer.
In F. lida,R. Pfeifer,