Factors influencing the origins of colour categories

Proefschrift voorgelegd voor het behalen van de academische graad van doctor in de wetenschappen, in het openbaar te verdedigen op vrijdag 8 maart 2002. Acknowledgements I started as a research assistant in the Artificial Intelligence Laboratory in autumn 1996. My first interests were into behavioural robotics and robot ecosystems. As a continuation to my " licentiaats " thesis I started building a camera system to extend the sensory perception of the lab's robots (Bel-It was around that time when Luc Steels got interested in the origins of language. His early experiments formed the seed for what is now one of the most important paradigms for exploring linguistic interactions with computer simulations. Luc soon wanted more and had plans to implement a language experiment in the real world, for which I delivered the visual perception (Belpaeme et al., 1998; Belpaeme, 1999). This got me interested in visual features, and my research soon switched to the artificial evolution of visual feature detectors. As the robot research in the lab was simmering, most resources and brain-power were put on the origins of language research. In 1999 Luc had the idea to take colour as theme for one of our courses on artificial intelligence. With the help of Erik Myin speakers from different backgrounds were invited: engineers, philosophers and even an artist came by to give their view on colour. During these lectures it dawned on me that there is more to colour than meets the eye. I there and then decided to delve into the splendid field of colour research and to use Luc's simulation paradigms to study colour categorisation. Two years later, this thesis is the result of my explorations. I am most indebted to my supervisor, Luc Steels, for the opportunities and intellectual freedom he gave me. He provided the ideas and guidance for this work and though his physical presence is every now and then lacking , his influence and inspiration are always felt. for answering my questions, for introducing me to the literature and for their kind advice. My gratitude goes out to all my friends and colleagues of the AI Lab whom I ever had the pleasure of working and socialising with: I would also like to thank all the people who kept my academic activities into perspective, I will not sum up your names here, there's too many of you. You know who you are. Thanks! Of …

[1]  J. Ross Quinlan,et al.  C4.5: Programs for Machine Learning , 1992 .

[2]  R. Lewontin ‘The Selfish Gene’ , 1977, Nature.

[3]  Eleanor Rosch Heider,et al.  The structure of the color space in naming and memory for two languages , 1972 .

[4]  R. Shepard Perceptual-cognitive universals as reflections of the world , 1994, Psychonomic bulletin & review.

[5]  P. Lennie,et al.  Chromatic mechanisms in lateral geniculate nucleus of macaque. , 1984, The Journal of physiology.

[6]  J. Nathans The Evolution and Physiology of Human Color Vision Insights from Molecular Genetic Studies of Visual Pigments , 1999, Neuron.

[7]  M. Raijmakers Rethinking innateness: A connectionist perspective on development. , 1997 .

[8]  J. van Brakel,et al.  The Plasticity of Categories: The Case of Colour , 1993 .

[9]  Luc Steels,et al.  The Origins of Syntax in Visually Grounded Robotic Agents , 1997, IJCAI.

[10]  A. Birk,et al.  A Real-World Ecosystem featuring several Robot Species , 1997 .

[11]  David Crystal,et al.  The Cambridge Encyclopedia of Language , 2012, Modern Language Review.

[12]  C. Gross,et al.  Color categories in macaques. , 1979, Journal of comparative and physiological psychology.

[13]  Luc Steels,et al.  Stochasticity as a source of innovation in language games , 1998 .

[14]  K. N. N. Leibovic,et al.  Science of Vision , 1990, Springer New York.

[15]  Clyde L. Hardin,et al.  Color for Philosophers: Unweaving the Rainbow , 1988 .

[16]  Alexander O. Skomorokhov Radial basis function networks in A , 2002 .

[17]  Andreas Birk,et al.  The VUB AI-lab RoboCup'99 Small League Team , 1999, RoboCup.

[18]  Paul Vogt,et al.  Lexicon Grounding on Mobile Robots , 2000 .

[19]  T. W. Lee,et al.  Chromatic structure of natural scenes. , 2001, Journal of the Optical Society of America. A, Optics, image science, and vision.

[20]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[21]  S. Zeki A vision of the brain , 1993 .

[22]  Shimon Edelman,et al.  Representation and recognition in vision , 1999 .

[23]  Sukhan Lee,et al.  Multilayer feedforward potential function network , 1988, IEEE 1988 International Conference on Neural Networks.

[24]  J. Fodor,et al.  Concepts: Where Cognitive Science Went Wrong , 1998 .

[25]  J. Parkkinen,et al.  Characteristic spectra of Munsell colors , 1989 .

[26]  D. Dubois Categories as Acts of Meaning: The Case of Categories in Olfaction and Audition , 1999 .

[27]  J. Davidoff,et al.  Colour categories in a stone-age tribe , 1999, Nature.

[28]  G. Altmann Science and Linguistics , 1993 .

[29]  D L Medin,et al.  Concepts and conceptual structure. , 1989, The American psychologist.

[30]  Guy Theraulaz,et al.  Self-Organization in Biological Systems , 2001, Princeton studies in complexity.

[31]  Manuela Viezzer,et al.  Autonomous Concept Formation: an Architecture-based Analysis , 2003 .

[32]  Wayne D. Gray,et al.  Basic objects in natural categories , 1976, Cognitive Psychology.

[33]  Luc Steels,et al.  The Construction and Acquisition of Visual Categories , 1997, EWLR.

[34]  D. B. Judd,et al.  Final Report of the O.S.A. Subcommittee on the Spacing of the Munsell Colors , 1943 .

[35]  Craig W. Reynolds Flocks, herds, and schools: a distributed behavioral model , 1998 .

[36]  J. Lammens A computational model of color perception and color naming , 1995 .

[37]  Daniel Chandler,et al.  Semiotics: The Basics , 2001 .

[38]  Ilya Prigogine,et al.  Order out of chaos , 1984 .

[39]  D. Brainard 5 – Color Appearance and Color Difference Specification , 2003 .

[40]  F. D. Saussure,et al.  Course in general linguistics : Cours de linguistique générale(Orig.) , 1966 .

[41]  Tony Belpaeme,et al.  Hungry robots , 2001, CROS.

[42]  Susan Bowsfield The Symbolic Species: The Co-Evolution of Language and the Brain , 2004 .

[43]  David B. Fogel,et al.  Evolutionary Computation: The Fossil Record , 1998 .

[44]  Frédéric Kaplan,et al.  L'émergence d'un lexique dans une population d'agents autonomes , 2000 .

[45]  Nicholas R. Jennings,et al.  Intelligent agents: theory and practice , 1995, The Knowledge Engineering Review.

[46]  S. Pinker The language instinct : how the mind creates language , 1995 .

[47]  J. Lucy Color categories in thought and language: The linguistics of “color” , 1997 .

[48]  Aude Billard,et al.  Experiments in social robotics: grounding and use of communication in autonomous agents , 2000 .

[49]  Ape Language: From Conditioned Response to Symbol. , 1987 .

[50]  R. L. Valois,et al.  Analysis of response patterns of LGN cells. , 1966, Journal of the Optical Society of America.

[51]  Bart de Boer,et al.  The Origins of Vowel Systems , 2001 .

[52]  S. Blackmore The Meme Machine , 1999 .

[53]  M. Bornstein The Influence of Visual Perception on Culture , 1975 .

[54]  Richard A. Shweder,et al.  Whorf and His Critics: Linguistic and Nonlinguistic Influences on Color Memory , 1979 .

[55]  Thomas G. Dietterich What is machine learning? , 2020, Archives of Disease in Childhood.

[56]  Andreas Birk,et al.  The Small League RoboCup Team of the VUB AI-Lab , 1998, RoboCup.

[57]  Eleanor Rosch,et al.  Principles of Categorization , 1978 .

[58]  Michael W. Levine,et al.  Fundamentals of sensation and perception , 1981 .

[59]  Sharon Lee Armstrong,et al.  What some concepts might not be , 1983, Cognition.

[60]  L. Steels Perceptually grounded meaning creation , 1996 .

[61]  L. Steels Constructing and Sharing Perceptual Distinctions , 1997 .

[62]  R. A. Brooks,et al.  Intelligence without Representation , 1991, Artif. Intell..

[63]  G. Zipf,et al.  Relative Frequency as a Determinant of Phonetic Change , 1930 .

[64]  V. Stefflre,et al.  Language and cognition in Yucatan. A cross-cultural replication. , 1966, Journal of personality and social psychology.

[65]  Tomaso Poggio,et al.  Observations on Cortical Mechanisms for Object Recognition and Learning , 1993 .

[66]  M. Tomasello The Role of Joint Attentional Processes in Early Language Development. , 1988 .

[67]  J. Stevenson The cultural origins of human cognition , 2001 .

[68]  B. Saunders,et al.  Are there nontrivial constraints on colour categorization? , 1997, Behavioral and Brain Sciences.

[69]  L. Steels,et al.  Crucial factors in the origins of word-meaning , 2000 .

[70]  Mario A. Pei,et al.  Language, Thought and Reality: Selected Writings of Benjamin Lee Whorf , 1957 .

[71]  R. Burnham,et al.  A test of hue memory. , 1955 .

[72]  G. Legge,et al.  Color improves object recognition in normal and low vision , 1993 .

[73]  S. Shevell,et al.  Trichromatic color vision with only two spectrally distinct photopigments , 1999, Nature Neuroscience.

[74]  Garrison W. Cottrell,et al.  Content and cluster analysis: Assessing representational similarity in neural systems , 2000 .

[75]  Michael A. Arbib,et al.  The handbook of brain theory and neural networks , 1995, A Bradford book.

[76]  W. Rivers OBSERVATIONS ON THE SENSES OF THE TODAS , 1905 .

[77]  Willard Van Orman Quine,et al.  Word and Object , 1960 .

[78]  John Moody,et al.  Fast Learning in Networks of Locally-Tuned Processing Units , 1989, Neural Computation.

[79]  Reiner Lenz,et al.  UNSUPERVISED FILTERING OF COLOR SPECTRA , 1996 .

[80]  T. Callaghan Dimensional interaction of hue and brightness in preattentive field segregation , 1984, Perception & psychophysics.

[81]  Angus Gellatly,et al.  Colourful Whorfian Ideas: Linguistic and Cultural Influences on the Perception and Cognition of Colour, and on the Investigation of Them , 1995 .

[82]  D. Broomhead,et al.  Radial Basis Functions, Multi-Variable Functional Interpolation and Adaptive Networks , 1988 .

[83]  Seth Bullock,et al.  Simulation models as opaque thought experiments , 2000 .

[84]  G. Corbett,et al.  Colour terms in Russian: reflections of typological constraints in a single language , 1988, Journal of Linguistics.

[85]  M A Nowak,et al.  Evolution of universal grammar. , 2001, Science.

[86]  Luc Steels,et al.  Aibo''s first words. the social learning of language and meaning. Evolution of Communication , 2002 .

[87]  Gunther Wyszecki,et al.  Color Science: Concepts and Methods, Quantitative Data and Formulae, 2nd Edition , 2000 .

[88]  Marco C. Bettoni,et al.  Made-Up Minds: A Constructivist Approach to Artificial Intelligence , 1993, IEEE Expert.

[89]  Jules Davidoff,et al.  Language and perceptual categorisation , 2001, Trends in Cognitive Sciences.

[90]  L. Steels The methodology of the artificial , 2001, Behavioral and Brain Sciences.

[91]  Jacques Ferber,et al.  Multi-agent systems - an introduction to distributed artificial intelligence , 1999 .

[92]  R. Shepard,et al.  Toward a universal law of generalization for psychological science. , 1987, Science.

[93]  R. Bhaskar A realist theory of science , 1976 .

[94]  R. W. Casson,et al.  Color categories in thought and language: Color shift: evolution of English color terms from brightness to hue , 1997 .

[95]  H. S. Straight Color Categories in Thought and Language , 2003 .

[96]  N. Pierce Origin of Species , 1914, Nature.

[97]  E. R. Heider Universals in color naming and memory. , 1972, Journal of experimental psychology.

[98]  James L. McClelland,et al.  Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations , 1986 .

[99]  S. Zeki Colour coding in the cerebral cortex: The responses of wavelength-selective and colour-coded cells in monkey visual cortex to changes in wavelength composition , 1983, Neuroscience.

[100]  Luc Steels,et al.  Situated Grounded Word Semantics , 1999, IJCAI.

[101]  Jean-Arcady Meyer,et al.  How Should a Robot Discriminate Between Objects , 1998 .

[102]  P. Kay,et al.  What is the Sapir-Whorf hypothesis? , 1983 .

[103]  Luc Steels,et al.  The synthetic modeling of language origins , 1997 .

[104]  P. Kay,et al.  Basic Color Terms: Their Universality and Evolution , 1973 .

[105]  Noam Chomsky,et al.  वाक्यविन्यास का सैद्धान्तिक पक्ष = Aspects of the theory of syntax , 1965 .

[106]  Christopher G. Langton Artificial life : the proceedings of an Interdisciplinary Workshop on the Synthesis and Simulation of Living Systems held September, 1987, in Los Alamos, New Mexico , 1989 .

[107]  Tony Belpaeme Evolution of Visual Feature Detectors , 1999 .

[108]  J. Mollon Color vision. , 1982, Annual review of psychology.

[109]  P. Gouras,et al.  Functional properties of ganglion cells of the rhesus monkey retina. , 1975, The Journal of physiology.

[110]  Maurice Bruynooghe,et al.  A polynomial time computable metric between point sets , 2001, Acta Informatica.

[111]  Simon Kirby,et al.  Function, Selection, and Innateness: The Emergence of Language Universals , 1999 .

[112]  B. Saunders Disinterring Basic Color Terms : a study in the mystique of cognitivism , 1995 .

[113]  Roger S. Brown Reference in memorial tribute to Eric Lenneberg , 1976, Cognition.

[114]  M Oliphant,et al.  The dilemma of Saussurean communication. , 1996, Bio Systems.

[115]  Michael Tomasello,et al.  Learning words in nonostensive contexts , 1994 .

[116]  H. H. Clark,et al.  Psychology and language : an introduction to psycholinguistics , 1979 .

[117]  A. Birk ON THE WATCH , 1997 .

[118]  J D Mollon,et al.  Catarrhine photopigments are optimized for detecting targets against a foliage background. , 2000, The Journal of experimental biology.

[119]  R. Jackendoff Patterns in the Mind: Language and Human Nature , 1993 .

[120]  Tony Belpaeme,et al.  Reaching coherent color categories through communication , 2001 .

[121]  V. Stefflre,et al.  LANGUAGE AND COGNITION REVISITED. , 1964, Journal of abnormal psychology.

[122]  P. Kay,et al.  The linguistic significance of the meanings of basic color terms , 1978 .

[123]  Robert M. Boynton,et al.  Human Color Perception , 1990 .

[124]  Robert E. Maclaury,et al.  Color-Category Evolution and Shuswap Yellow-with-Green , 1987 .

[125]  A. Grafstein MIT Encyclopedia of the Cognitive Sciences , 2000 .

[126]  Mark D. Fairchild,et al.  Color Appearance Models , 1997, Computer Vision, A Reference Guide.

[127]  John R. Cotter,et al.  The Visual Pathway: An Introduction to Structure and Organization , 1990 .

[128]  Karl R. Gegenfurtner Visual Perception: Reflections on colour constancy , 1999, Nature.

[129]  Rolf Pfeifer,et al.  Understanding intelligence , 2020, Inequality by Design.

[130]  Michael Oliphant,et al.  Learning and the Emergence of Coordinated Communication , 1997 .

[131]  Some Apparent Uniformities Between Languages in Colour-Naming , 1974, Language and speech.

[132]  M. Webster,et al.  Variations in normal color vision. II. Unique hues. , 2000, Journal of the Optical Society of America. A, Optics, image science, and vision.

[133]  John J. Magee,et al.  Categorical perception of facial expressions , 1992, Cognition.

[134]  J. Overbaugh,et al.  The origin of mutants , 1988, Nature.

[135]  Allon J. Uhlmann Coevolution: genes, culture and human diversity , 1993 .

[136]  M. Sahlins COLORS AND CULTURES , 1976 .

[137]  J. Davidoff,et al.  Color categories are not universal: replications and new evidence from a stone-age culture. , 2000, Journal of experimental psychology. General.

[138]  R. M. Boynton Human color vision , 1979 .

[139]  Luc Steels,et al.  Bootstrapping grounded word semantics , 1999 .

[140]  M. Bornstein,et al.  Color vision and hue categorization in young human infants. , 1976, Journal of experimental psychology. Human perception and performance.

[141]  P. Kay,et al.  Biocultural Implications of Systems of Color Naming , 1991 .

[142]  Holly A. Yanco,et al.  An adaptive communication protocol for cooperating mobile robots , 1993 .

[143]  Heikki Mannila,et al.  Distance measures for point sets and their computation , 1997, Acta Informatica.

[144]  Seth Bullock,et al.  Evolutionary Simulation Models: On Their Character, and Application to Problems Concerning the Evolution of Natural Signalling Systems , 1997 .

[145]  Willem H. Zuidema Emergent Syntax: The Unremitting Value of Computational Modeling for Understanding the Origins of Complex Language , 2001, ECAL.

[146]  Andreas Birk,et al.  A Multiagent System Based on Heterogeneous Robots , 1998, CRW.

[147]  Jason Noble,et al.  The Evolution of Animal Communication Systems: Questions of Function Examined through Simulation , 1998 .

[148]  Ray Jackendo,et al.  Languages of the Mind , 1992 .

[149]  J. Mollon,et al.  Fruits, foliage and the evolution of primate colour vision. , 2001, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[150]  D. Jameson,et al.  Some Quantitative Aspects of an Opponent-Colors Theory. I. Chromatic Responses and Spectral Saturation , 1955 .

[151]  M.H. Hassoun,et al.  Fundamentals of Artificial Neural Networks , 1996, Proceedings of the IEEE.

[152]  Luc Steels,et al.  The Origins of Ontologies and Communication Conventions in Multi-Agent Systems , 2004, Autonomous Agents and Multi-Agent Systems.

[153]  Oliver Sacks,et al.  The Island of the Colorblind , 1997 .

[154]  B. Lindblom,et al.  Numerical Simulation of Vowel Quality Systems: The Role of Perceptual Contrast , 1972 .

[155]  Tony Belpaeme,et al.  Simulating the Formation of Color Categories , 2001, IJCAI.

[156]  H. Zollinger Biological Aspects of Color Naming , 1988 .

[157]  Dare A. Baldwin,et al.  Infants' ability to consult the speaker for clues to word reference , 1993, Journal of Child Language.

[158]  M. Kuittinen,et al.  Spectral representation of color images , 1988, [1988 Proceedings] 9th International Conference on Pattern Recognition.

[159]  E. Lenneberg,et al.  A study in language and cognition. , 1954, Journal of abnormal psychology.

[160]  Lawrence J. Fogel,et al.  Intelligence Through Simulated Evolution: Forty Years of Evolutionary Programming , 1999 .

[161]  E. Lenneberg Color Naming, Color Recognition, Color Discrimination: A Re-Appraisal , 1961 .

[162]  R. Vautin,et al.  Color cell groups in foveal striate cortex of the behaving macaque. , 1985, Journal of neurophysiology.

[163]  R. Worden A speed limit for evolution. , 1995, Journal of theoretical biology.

[164]  James R. Hurford,et al.  Biological evolution of the Saussurean sign as a component of the language acquisition device , 1989 .

[165]  L. Steels Self-organising vocabularies , 1996 .

[166]  John R. Koza,et al.  Genetic programming - on the programming of computers by means of natural selection , 1993, Complex adaptive systems.

[167]  Malcolm Slaughter,et al.  The Vertebrate Retina , 1990 .

[168]  Michael Wooldridge,et al.  Agent technology: foundations, applications, and markets , 1998 .

[169]  Paul R. Kinnear,et al.  From Brightness to Hue: An Explanatory Model of Color-Category Evolution [and Comments and Reply] , 1992, Current Anthropology.

[170]  R. Haber,et al.  Visual Perception , 2018, Encyclopedia of Database Systems.

[171]  John Sutton Naming the Rainbow: colour language, colour science, and culture , 2001 .

[172]  Anders Krogh,et al.  A Simple Weight Decay Can Improve Generalization , 1991, NIPS.

[173]  J. Nathans The genes for color vision. , 1989, Scientific American.

[174]  V. Braitenberg Vehicles, Experiments in Synthetic Psychology , 1984 .

[175]  Dorothy Nickerson,et al.  History of the Munsell Color System and Its Scientific Application , 1940 .

[176]  Andrew D. M. Smith,et al.  Establishing Communication Systems without Explicit Meaning Transmission , 2001, ECAL.

[177]  D. Puro The Retina. An Approachable Part of the Brain , 1988 .