Cultural Evolution as Distributed Computation

The speed and transformative power of human cultural evolution is evident from the change it has wrought on our planet. This chapter proposes a human computation program aimed at (1) distinguishing algorithmic from non-algorithmic components of cultural evolution, (2) computationally modeling the algorithmic components, and amassing human solutions to the non-algorithmic (generally, creative) components, and (3) combining the two to develop human-machine hybrids with previously unforeseen computational power that can be used to solve real problems. Drawing on recent insights into the origins of evolutionary processes from biology and complexity theory, human minds are modeled as self-organizing, interacting, autopoietic networks that evolve through a Lamarckian (non-Darwinian) process of communal exchange. Existing computational models as well as directions for future research are discussed.

[1]  R. Reynolds AN INTRODUCTION TO CULTURAL ALGORITHMS , 2008 .

[2]  Liane Gabora,et al.  The cultural evolution of socially situated cognition , 2008, Cognitive Systems Research.

[3]  Steve R. DiPaola,et al.  How Did Humans Become So Creative? A Computational Approach , 2013, ICCC.

[4]  S. Ohlsson Information-processing explanations of insight and related phenomena , 1992 .

[5]  L. Gabora,et al.  Evolution as context-driven actualisation of potential: toward an interdisciplinary theory of change of state , 2005, Interdisciplinary Science Reviews.

[6]  Nirwan Ansari,et al.  A Genetic Algorithm for Multiprocessor Scheduling , 1994, IEEE Trans. Parallel Distributed Syst..

[7]  Diederik Aerts,et al.  A Theory of Concepts and Their Combinations II: A Hilbert Space Representation , 2004 .

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

[9]  John R. Skoyles Natural selection does not explain cultural rates of change , 2008, Proceedings of the National Academy of Sciences.

[10]  Diederik Aerts,et al.  Concepts and Their Dynamics: A Quantum-Theoretic Modeling of Human Thought , 2012, Top. Cogn. Sci..

[11]  Kitto Kirsty,et al.  Quantum theory beyond the physical , 2011 .

[12]  L. Gabora Self-other organization: why early life did not evolve through natural selection. , 2005, Journal of theoretical biology.

[13]  Liane Gabora,et al.  The Recognizability of Authenticity , 2013, CogSci.

[14]  J. Ziegler,et al.  Artificial Chemistries-A Review , 2001 .

[15]  Liane Gabora,et al.  Modeling Cultural Dynamics , 2008, AAAI Fall Symposium: Adaptive Agents in Cultural Contexts.

[16]  Mark A. Runco,et al.  The Cambridge Handbook of Creativity: Divergent Thinking, Creativity, and Ideation , 2010 .

[17]  Pietro Speroni di Fenizio,et al.  Chemical Organisation Theory , 2005, Bulletin of mathematical biology.

[18]  N. Eldredge,et al.  Phylogenetics and Material Cultural Evolution , 2007, Current Anthropology.

[19]  Liane Gabora,et al.  How Insight Emerges in a Distributed, Content-addressable Memory , 2011, ArXiv.

[20]  Liane Gabora,et al.  Creative Interference and States of Potentiality in Analogy Problem Solving , 2013, CogSci.

[21]  Stuart A. Kauffman,et al.  ORIGINS OF ORDER , 2019, Origins of Order.

[22]  L. Gabora,et al.  Conceptual Closure: How Memories are Woven into an Interconnected Worldview , 2000, Annals of the New York Academy of Sciences.

[23]  R. Lewontin,et al.  Does Culture Evolve , 1999 .

[24]  L. Gabora,et al.  The recognizability of individual creative styles within and across domains. , 2012, 1309.2615.

[25]  Edward E. Smith,et al.  On the adequacy of prototype theory as a theory of concepts , 1981, Cognition.

[26]  C. Lumsden Culture and the Evolutionary Process, Robert Boyd, Peter J. Richerson. University of Chicago Press, Chicago & London (1985), viii, +301. Price $29.95 , 1986 .

[27]  Diederik Aerts,et al.  Contextualizing Concepts , 2002, FLAIRS.

[28]  M. Ghiselin,et al.  Coevolution: Genes, Culture, and Human Diversity , 1991, Politics and the Life Sciences.

[29]  Steve R. DiPaola,et al.  Incorporating characteristics of human creativity into an evolutionary art algorithm , 2007, GECCO '07.

[30]  Bernhard Hommel,et al.  Acquiring Contextualized Concepts: A Connectionist Approach , 2011, Cogn. Sci..

[31]  Vidroha Debroy,et al.  Genetic Programming , 1998, Lecture Notes in Computer Science.

[32]  Liane Gabora,et al.  A Day in the Life of a Meme. , 1996, Philosophica.

[33]  R. Boyd,et al.  On Modeling Cognition and Culture: Why cultural evolution does not require replication of representations , 2002 .

[34]  Stephen Shennan,et al.  Evolution in Archaeology , 2008 .

[35]  C. Woese On the evolution of cells , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[36]  Diederik Aerts,et al.  A theory of concepts and their combinations I: The structure of the sets of contexts and properties , 2005 .

[37]  M. J. O’Brien,et al.  Applying Evolutionary Archaeology: A Systematic Approach , 2000 .

[38]  Paul Thagard,et al.  Integrating structure and meaning: a distributed model of analogical mapping , 2001 .

[39]  Liane Gabora,et al.  Contextual Focus: A Cognitive Explanation for the Cultural Revolution of the Middle/Upper Paleolithic , 2013, 1309.2609.

[40]  Diederik Aerts,et al.  Experimental Evidence for Quantum Structure in Cognition , 2008, QI.

[41]  Tomas Veloz,et al.  A Conceptual Network-Based Approach to Inferring the Cultural Evolutionary History of the Baltic Psaltery , 2012, CogSci.

[42]  R. J. Williams,et al.  Evolution was chemically constrained. , 2003, Journal of theoretical biology.

[43]  M. Toro,et al.  Cultural Transmission and Evolution , 2010 .

[44]  Peter Dittrich,et al.  Chemical Organisation Theory , 2007, Bulletin of mathematical biology.

[45]  Peter Dittrich,et al.  Chemical Organizations in a Toy Model of the Political System , 2008, Adv. Complex Syst..

[46]  Tomas Veloz,et al.  A Non-Phylogenetic Conceptual Network Architecture for Organizing Classes of Material Artifacts into Cultural Lineages , 2011, CogSci.

[47]  Alfred Inselberg Visualization of concept formation and learning , 2005 .

[48]  Paul Thagard,et al.  The AHA! Experience: Creativity Through Emergent Binding in Neural Networks , 2011, Cogn. Sci..

[49]  Liane Gabora,et al.  Cognitive mechanisms underlying the creative process , 2002, Creativity & Cognition.

[50]  Liane Gabora,et al.  EVOC: A Computer Model of the Evolution of Culture , 2013, ArXiv.

[51]  M. Feldman,et al.  Cultural transmission and evolution: a quantitative approach. , 1981, Monographs in population biology.

[52]  Liane Gabora,et al.  A quantum model of exaptation: incorporating potentiality into evolutionary theory. , 2013, Progress in biophysics and molecular biology.

[53]  Liane Gabora,et al.  Society Functions Best with an Intermediate Level of Creativity , 2013, CogSci.

[54]  N. Goldenfeld,et al.  Collective evolution and the genetic code. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[55]  Liane Gabora,et al.  The fate of evolutionary archaeology: survival or extinction? , 2006, 1309.5667.

[56]  Liane Gabora,et al.  An Agent-based Simulation of the Effectiveness of Creative Leadership , 2010, ArXiv.

[57]  Liane Gabora,et al.  An evolutionary framework for cultural change: selectionism versus communal exchange. , 2012, Physics of life reviews.

[58]  L. Gabora Ideas are not replicators but minds are , 2004, q-bio/0402002.

[59]  Liane Gabora,et al.  How creative should creators be to optimize the evolution of ideas? : A computational model , 2009 .

[60]  David E. Goldberg,et al.  Genetic Algorithms in Pipeline Optimization , 1987 .

[61]  J. Hampton Inheritance of attributes in natural concept conjunctions , 1987, Memory & cognition.

[62]  Diederik Aerts,et al.  The Guppy Effect as Interference , 2012, QI.

[63]  Craig A. Kaplan,et al.  In search of insight , 1990, Cognitive Psychology.

[64]  Bart De Moor,et al.  Geometric Analogue of Holographic Reduced Representation , 2007, ArXiv.

[65]  Liane Gabora,et al.  Evidence that Threatening Situations Enhance Creativity , 2013, CogSci.

[66]  Liane Gabora,et al.  Five Clarifications about Cultural Evolution , 2013, 1309.2622.

[67]  Marc Mangel,et al.  Life–history trade–offs and ecological dynamics in the evolution of longevity , 2004, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[68]  M. Donald Origins of the modern mind , 1991 .

[69]  L. Gabora,et al.  Cognitive Mechanisms Underlying the Origin and Evolution of Culture , 2001 .

[70]  Christina L. Gagné,et al.  Constituent integration during the processing of compound words: Does it involve the use of relational structures? , 2009 .

[71]  L. Gabora AUTOCATALYTIC CLOSURE IN A COGNITIVE SYSTEM: A TENTATIVE SCENARIO FOR THE ORIGIN OF CULTURE , 1998, adap-org/9901002.

[72]  L. Gabora The Origin and Evolution of Culture and Creativity , 1997 .

[73]  Peter J. Bentley,et al.  CREATIVE EVOLUTIONARY SYSTEMS , 2001 .

[74]  BanzhafWolfgang,et al.  Artificial chemistriesa review , 2001 .

[75]  M. Boden The creative mind : myths & mechanisms , 1991 .

[76]  Liane Gabora,et al.  Meme and Variations: A Computer Model of Cultural Evolution , 2013, ArXiv.

[77]  Laurianne Sitbon,et al.  Quantum Theory Beyond the Physical: Information in Context , 2011 .

[78]  Stephen J Shennan,et al.  Random drift and culture change , 2004, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[79]  Diederik Aerts,et al.  A model of the emergence and evolution of integrated worldviews , 2009, 1001.1399.

[80]  R. Boyd,et al.  The evolution of conformist transmission and the emergence of between-group differences. , 1998 .

[81]  Diederik Aerts,et al.  Quantum Structure in Cognition , 2008, 0805.3850.

[82]  Diederik Aerts,et al.  A cross-disciplinary framework for the description of contextually mediated change , 2008 .

[83]  Giuseppe Longo,et al.  No entailing laws, but enablement in the evolution of the biosphere , 2012, GECCO '12.

[84]  P. Richerson,et al.  The Origin and Evolution of Cultures , 2005 .

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

[86]  Diederik Aerts,et al.  Contextualizing concepts using a mathematical generalization of the quantum formalism , 2002, J. Exp. Theor. Artif. Intell..