The Impact of Agent-Based Models in the Social Sciences after 15 Years of Incursions

This paper provides an overview on the impact of agent-based models in the social sciences. It focuses on the reasons why agent-based models are seen as important innovations in the recent decades. It is aimed to evaluate the impact of this innovation on various disciplines, such as economics, sociology, anthropology, and behavioural sciences. It discusses the advances it contributed to achieve and illustrates some comparatively new fields to which it gave rise. Finally, it emphasizes some research issues that need to be addressed in the future.

[1]  F. Hayek Studies In Philosophy, Politics And Economics , 1967 .

[2]  A. Dawe Studies in Philosophy, Politics and Economics , 1969 .

[3]  Mark S. Granovetter Threshold Models of Collective Behavior , 1978, American Journal of Sociology.

[4]  W. Hamilton,et al.  The evolution of cooperation. , 1984, Science.

[5]  Process and Form in Social Life: Selected Essays of Fredrik Barth, Vol. 1. FREDRIK BARTH: Features of Person and Society in Swat, Collected Essays on Pathans: Selected Essays of Fredrik Barth, Vol. 2. FREDRIK BARTH , 1982 .

[6]  S. Winter,et al.  An evolutionary theory of economic change , 1983 .

[7]  Mark S. Granovetter,et al.  Threshold models of diffusion and collective behavior , 1983 .

[8]  Araújo,et al.  An Evolutionary theory of economic change , 1983 .

[9]  D. R. Heise,et al.  Some computer-based developments in sociology. , 1985, Science.

[10]  Luigi Orsenigo,et al.  Innovation, Diversity and Diffusion: A Self-organisation Model , 1988 .

[11]  Philip Mirowski,et al.  More Heat Than Light. Economics as Social Physics: Physics as Nature's Economics. , 1991 .

[12]  M. Macy Learning to Cooperate: Stochastic and Tacit Collusion in Social Exchange , 1991, American Journal of Sociology.

[13]  M. Mitchell Waldrop,et al.  Complexity : the emerging science and the edge of order and chaos , 1992 .

[14]  M. Nowak,et al.  Tit for tat in heterogeneous populations , 1992, Nature.

[15]  Peter S. Albin,et al.  Decentralized, dispersed exchange without an auctioneer: A simulation study , 1992 .

[16]  Dhananjay K. Gode,et al.  Allocative Efficiency of Markets with Zero-Intelligence Traders: Market as a Partial Substitute for Individual Rationality , 1993, Journal of Political Economy.

[17]  J. Lansing,et al.  Emergent Properties of Balinese Water Temple Networks: Coadaptation on a Rugged Fitness Landscape , 1993 .

[18]  David A. Lane,et al.  Artificial worlds and economics, part I , 1993 .

[19]  R. Palmer,et al.  Artificial economic life: a simple model of a stockmarket , 1994 .

[20]  P. Hedström Contagious Collectivities: On the Spatial Diffusion of Swedish Trade Unions, 1890-1940 , 1994, American Journal of Sociology.

[21]  Michael Fischer,et al.  Applications in Computing for Social Anthropologists , 1994 .

[22]  Cristiano Castelfranchi,et al.  Simulating Multi-Agent Interdependencies. A Two-Way Approach to the Micro-Macro Link , 1995, Social Science Microsimulation.

[23]  Norman P. Hummon,et al.  The emergence of computational sociology , 1995 .

[24]  John H. Miller,et al.  Auctions with Artificial Adaptive Agents , 1995 .

[25]  R. Palmer,et al.  Asset Pricing Under Endogenous Expectations in an Artificial Stock Market , 1996 .

[26]  Robert L. Axtell,et al.  Aligning simulation models: A case study and results , 1996, Comput. Math. Organ. Theory.

[27]  P. Krugman The Self Organizing Economy , 1996 .

[28]  Randal C. Picker Simple Games in a Complex World: A Generative Approach to the Adoption of Norms , 1997 .

[29]  Klaus G. Troitzsch,et al.  Social Science Simulation — Origins, Prospects, Purposes , 1997 .

[30]  Cathy A Small,et al.  A Computer Simulation Approach to Ethnographic Analysis , 1997 .

[31]  H. Peyton Young,et al.  Individual Strategy and Social Structure , 2020 .

[32]  Noah Mark,et al.  Beyond individual differences : Social differentiation from first principles , 1998 .

[33]  M. Elman,et al.  Emergent Actors in World Politics: How States and Nations Develop and Dissolve . By Cederman Lars-Erik. Princeton, NJ: Princeton University Press, 1997. 258p. $55.00 cloth, $19.95 paper. , 1998, American Political Science Review.

[34]  M. Macy,et al.  The evolution of trust and cooperation between strangers: A computational model. , 1998 .

[35]  Matthias Ruth,et al.  Using Dynamic Modeling to Scope Environmental Problems and Build Consensus , 1998, Environmental management.

[36]  W. Brock,et al.  Heterogeneous beliefs and routes to chaos in a simple asset pricing model , 1998 .

[37]  Carl Chiarella,et al.  Heterogeneous Beliefs, Risk and Learning in a Simple Asset Pricing Model , 2002 .

[38]  F. Malerba 'History-friendly' Models of Industry Evolution: The Computer Industry , 1999 .

[39]  E. Fehr,et al.  Cooperation and Punishment in Public Goods Experiments , 1999, SSRN Electronic Journal.

[40]  G. Nigel Gilbert,et al.  Simulation for the social scientist , 1999 .

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

[42]  J. B. Rosser,et al.  On the Complexities of Complex Economic Dynamics , 1999 .

[43]  M. Marchesi,et al.  Scaling and criticality in a stochastic multi-agent model of a financial market , 1999, Nature.

[44]  Marco Dorigo,et al.  Swarm intelligence: from natural to artificial systems , 1999 .

[45]  Nicole J. Saam,et al.  2. Simulating the Micro-Macro Link: New Approaches to an Old Problem and an Application to Military Coups , 1999 .

[46]  George A. Cowan Conference opening remarks , 1999 .

[47]  P. Hedström,et al.  Social Mechanisms: An Analytical Approach to Social Theory. , 1999 .

[48]  R. Palmer,et al.  Time series properties of an artificial stock market , 1999 .

[49]  Pietro Terna,et al.  How to build and use agent-based models in social science , 2000 .

[50]  Blake LeBaron,et al.  Agent-based computational finance : Suggested readings and early research , 2000 .

[51]  Joshua M. Epstein,et al.  Understanding Anasazi culture change through agent-based modeling , 2000 .

[52]  David Hales,et al.  Cooperation without Memory or Space: Tags, Groups and the Prisoner's Dilemma , 2000, MABS.

[53]  Timothy A. Kohler,et al.  Putting social sciences together again: an introduction to the volume , 2000 .

[54]  Pietro Terna,et al.  The "mind or no-mind" dilemma in agents behaving in a market , 2000, Adv. Complex Syst..

[55]  Nigel Gilbert,et al.  Modeling sociality: the view from Europe , 2000 .

[56]  Lars Udéhn,et al.  Methodological Individualism: Background, History and Meaning , 2001 .

[57]  R. Riolo,et al.  Evolution of cooperation without reciprocity , 2001, Nature.

[58]  Laurent Chaudron,et al.  Conflicting agents: conflict management in multi-agent systems , 2001 .

[59]  Nicolaas J. Vriend,et al.  Evolving market structure: An ACE model of price dispersion and loyalty , 2001 .

[60]  Andreas Pyka,et al.  Empirically Based Simulation: The Case of Twin Peaks in National Income , 2001, J. Artif. Soc. Soc. Simul..

[61]  Joshua M. Epstein,et al.  Learning to Be Thoughtless: Social Norms and Individual Computation , 2001 .

[62]  D. Watts,et al.  Small Worlds: The Dynamics of Networks between Order and Randomness , 2001 .

[63]  H. Randy Gimblett,et al.  Integrating geographic information systems and agent-based modeling techniques for simulating social and ecological processes , 2001 .

[64]  Michael X Cohen,et al.  THE ROLE OF SOCIAL STRUCTURE IN THE MAINTENANCE OF COOPERATIVE REGIMES , 2001 .

[65]  Bruce Edmonds,et al.  Sociology and Social Theory in Agent Based Social Simulation: A Symposium , 2001, Comput. Math. Organ. Theory.

[66]  Peter S. Albin,et al.  Individual Strategy and Social Structure: An Evolutionary Theory of Institutions: H. Peyton Young, Princeton University Press, Princeton, NJ, 1998, pp. xvi+190 , 2001 .

[67]  Rick L. Riolo,et al.  Beyond Geography: Cooperation with Persistent Links in the Absence of Clustered Neighborhoods , 2002 .

[68]  J. Stephen Lansing,et al.  Artificial Societies and the Social Sciences , 2002, Artificial Life.

[69]  Scott Moss,et al.  Policy analysis from first principles , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[70]  Mario Paolucci,et al.  Reputation in Artificial Societies , 2012, Multiagent Systems, Artificial Societies, and Simulated Organizations.

[71]  M. Macy,et al.  Learning dynamics in social dilemmas , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[72]  M. Macy,et al.  FROM FACTORS TO ACTORS: Computational Sociology and Agent-Based Modeling , 2002 .

[73]  Leigh Tesfatsion,et al.  Agent-Based Computational Economics: Growing Economies From the Bottom Up , 2002, Artificial Life.

[74]  C. Hommes Modeling the stylized facts in finance through simple nonlinear adaptive systems , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[75]  Yoshimichi Sato,et al.  Trust, cooperation, and market formation in the U.S. and Japan , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[76]  Robert Franck,et al.  The explanatory power of models : bridging the gap between empirical and theoretical research in the social sciences , 2002 .

[77]  Samuel Bowles,et al.  Microeconomics: Behavior, Institutions, and Evolution , 2003 .

[78]  Shivanand Balram,et al.  Integrating Geographic Information Systems and Agent-Based Modeling Techniques for Simulating Social and Ecological Processes , 2003, The Professional Geographer.

[79]  Christophe Le Page,et al.  Agent based simulation of a small catchment water management in northern Thailand: Description of the CATCHSCAPE model , 2003 .

[80]  Nicolaas J. Vriend,et al.  Schelling's Spatial Proximity Model of Segregation Revisited , 2003 .

[81]  Kathleen M. Carley,et al.  Designing Stress Resistant Organizations: Computational Theorizing and Crisis Applications , 2003 .

[82]  S. Bowles,et al.  The co-evolution of individual behaviors and social institutions. , 2003, Journal of theoretical biology.

[83]  Leigh Tesfatsion,et al.  Evolution of Worker-Employer Networks and Behaviors Under Alternative Non-Employment Benefits: An Agent-Based Computational Approach , 2004 .

[84]  Alexander Laurie,et al.  Role of 'Vision' in Neighbourhood Racial Segregation: A Variant of the Schelling Segregation Model , 2003 .

[85]  Frédéric Amblard,et al.  Nexus: Small Worlds and the Groundbreaking Science of Networks by Mark Buchanan , 2003, J. Artif. Soc. Soc. Simul..

[86]  François Bousquet,et al.  Suitability of Multi-Agent Simulations to study irrigated system viability: application to case studies in the Senegal River Valley , 2004 .

[87]  Matteo Richiardi,et al.  A Search Model of unemployment and Firm Dynamics , 2004, Adv. Complex Syst..

[88]  Jordi Sabater-Mir,et al.  Review on Computational Trust and Reputation Models , 2005, Artificial Intelligence Review.

[89]  Andrew Ilachinski,et al.  Artificial War: Multiagent-Based Simulation of Combat , 2004 .

[90]  H. Gintis,et al.  The evolution of strong reciprocity: cooperation in heterogeneous populations. , 2004, Theoretical population biology.

[91]  Nicholas Mark Gotts,et al.  Agent-Based Simulation in the Study of Social Dilemmas , 2003, Artificial Intelligence Review.

[92]  Junfu Zhang,et al.  A DYNAMIC MODEL OF RESIDENTIAL SEGREGATION , 2004 .

[93]  G. Weisbuch,et al.  Persuasion dynamics , 2004, cond-mat/0410200.

[94]  Martin H. Levinson Linked: The New Science of Networks , 2004 .

[95]  Ross A. Hammond,et al.  ALTRUISM VIA KIN-SELECTION STRATEGIES THAT RELY ON ARBITRARY TAGS WITH WHICH THEY COEVOLVE , 2004 .

[96]  Thorbjørn Knudsen,et al.  The Complex Evolution of a Simple Traffic Convention: the Functions and Implications of Habit , 2004 .

[97]  Thomas Stützle,et al.  Ant Colony Optimization Theory , 2004 .

[98]  Steven F. Railsback,et al.  Individual-based modeling and ecology , 2005 .

[99]  W. Powell,et al.  Network Dynamics and Field Evolution: The Growth of Interorganizational Collaboration in the Life Sciences1 , 2005, American Journal of Sociology.

[100]  Michael Batty,et al.  GIS, spatial analysis, and modeling , 2005 .

[101]  Ron Sun Cognition and Multi-Agent Interaction: Preface , 2005 .

[102]  Introduction: the scope of complexity and its implications for economic policy , 2005 .

[103]  J. Farmer,et al.  The Predictive Power of Zero Intelligence in Financial Markets , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[104]  David Hales,et al.  Computational Sociology for Systems "In the Wild": The Case of BitTorrent , 2005, IEEE Distributed Syst. Online.

[105]  B. Edmonds,et al.  Sociology and Simulation: Statistical and Qualitative Cross‐Validation1 , 2005, American Journal of Sociology.

[106]  Flaminio Squazzoni,et al.  Towards an Agent-Based Computational Sociology : Good Reasons to Strengthen a Cross-Fertilization Between Complexity and Sociology , 2005 .

[107]  R. Sawyer Social Emergence: Societies As Complex Systems , 2005 .

[108]  J. Stephen Lansing,et al.  Cooperation, Games, and Ecological Feedback: Some Insights from Bali1 , 2005, Current Anthropology.

[109]  Flaminio Squazzoni,et al.  Does Empirical Embeddedness Matter? Methodological Issues on Agent-Based Models for Analytical Social Science , 2005, J. Artif. Soc. Soc. Simul..

[110]  Robert L. Goldstone,et al.  Computational models of collective behavior , 2005, Trends in Cognitive Sciences.

[111]  R. Margo Understanding the Process of Economic Change. By Douglass C. North. Princeton, NJ: Princeton University Press, 2005. Pp. vii, 187. $29.95. , 2005, The Journal of Economic History.

[112]  J.StephenLansing,et al.  Cooperation, Games, and Ecological Feedback: Some Insights from Bali1 , 2005 .

[113]  Marco Janssen,et al.  Evolution of Cooperation when Feedback to Reputation Scores is Voluntary , 2006, J. Artif. Soc. Soc. Simul..

[114]  P. Manicas A Realist Philosophy of Social Science: Explanation and understanding in the social sciences , 2006 .

[115]  Flaminio Squazzoni,et al.  EPOS-Epistemological Perspectives on Simulation: An Introduction , 2009, EPOS.

[116]  Roberto Leombruni,et al.  A Common Protocol for Agent-Based Social Simulation , 2006, J. Artif. Soc. Soc. Simul..

[117]  Leigh Tesfatsion,et al.  Appendix A A Guide for Newcomers to Agent-Based Modeling in the Social Sciences⁎ , 2006 .

[118]  R. Mare,et al.  Neighborhood Choice and Neighborhood Change1 , 2006, American Journal of Sociology.

[119]  Elinor Ostrom,et al.  Empirical based agent-based modeling Empirically Based , Agent-based models , 2006 .

[120]  Giorgio Fagiolo,et al.  An Evolutionary Model of Endogenous Business Cycles , 2006 .

[121]  Wander Jager,et al.  Social Simulation of Stock Markets: Taking It to the Next Level , 2007, J. Artif. Soc. Soc. Simul..

[122]  Károly Takács,et al.  The Evolution of Altruism in Spatially Structured Populations , 2007, J. Artif. Soc. Soc. Simul..

[123]  Paul Windrum,et al.  Empirical Validation of Agent-Based Models: Alternatives and Prospects , 2007, J. Artif. Soc. Soc. Simul..

[124]  H. Gintis,et al.  Human Motivation and Social Cooperation: Experimental and Analytical , 2007 .

[125]  R. Axtell What economic agents do: How cognition and interaction lead to emergence and complexity , 2007 .

[126]  J. Gareth Polhill,et al.  Agent-based land-use models: a review of applications , 2007, Landscape Ecology.

[127]  Andreas Pyka,et al.  Learning in innovation networks: Some simulation experiments , 2007 .

[128]  Gianluca Manzo Le modèle du choix éducatif interdépendant* , 2007, European Journal of Sociology.

[129]  Timothy A. Kohler,et al.  Historical Ecology in the Mesa Verde Region: Results From The Village Project , 2007 .

[130]  Mario Paolucci,et al.  Emergent and Immergent Effects in Complex Social Systems , 2007, AAAI Fall Symposium: Emergent Agents and Socialities.

[131]  Laure Nuninger,et al.  Modeling the Role of Resilience in Socio-Environmental Co-Evolution : the Middle Rhone Valley between 1000 BC and ad 1000 , 2007 .

[132]  John H. Miller,et al.  Complex adaptive systems - an introduction to computational models of social life , 2009, Princeton studies in complexity.

[133]  Magnus Widell,et al.  Urbanization within a Dynamic Environment: Modeling Bronze Age Communities in Upper Mesopotamia , 2007 .

[134]  Charles M. Macal,et al.  Managing Business Complexity: Discovering Strategic Solutions with Agent-Based Modeling and Simulation , 2007 .

[135]  Robert E. Marks,et al.  Validating Simulation Models: A General Framework and Four Applied Examples , 2007 .

[136]  Rainer Hegselmann,et al.  A Replication That Failed - on the Computational Model in 'Michael W. Macy and Yoshimichi Sato: Trust, Cooperation and Market Formation in the U.S. and Japan. Proceedings of the National Academy of Sciences, May 2002' , 2008, J. Artif. Soc. Soc. Simul..

[137]  David Hales,et al.  Emergent Social Rationality in a Peer-to-Peer System , 2008, Adv. Complex Syst..

[138]  P. Ormerod,et al.  ‘Binge’ drinking in the UK: a social network phenomenon , 2008, 0806.3176.

[139]  Keiki Takadama,et al.  Progress in Model-To-Model Analysis , 2008, J. Artif. Soc. Soc. Simul..

[140]  Scott Moss,et al.  Growing Qawm: an Evidence-Driven Declarative Model of Afghan Power Structures , 2008, Adv. Complex Syst..

[141]  David Colander,et al.  Beyond DSGE Models: Toward an Empirically Based Macroeconomics , 2008 .

[142]  Flaminio Squazzoni,et al.  The Micro-Macro Link in Social Simulation , 2008 .

[143]  Jeroen Weesie,et al.  Consent or Conflict: Coevolution of Coordination and Networks , 2008 .

[144]  Stefan Thurner,et al.  Leverage causes fat tails and clustered volatility , 2009, 0908.1555.

[145]  Bruce Edmonds,et al.  Errors and Artefacts in Agent-Based Modelling , 2009, J. Artif. Soc. Soc. Simul..

[146]  Claudia Werker,et al.  The Methodology of Simulation Models: Chances and Risks , 2009, J. Artif. Soc. Soc. Simul..

[147]  Heiko Rauhut,et al.  Punishment Deters Crime Because Humans Are Bounded in Their Strategic Decision-Making , 2009, J. Artif. Soc. Soc. Simul..

[148]  Marco Janssen,et al.  Pattern-Oriented Modeling of Commons Dilemma Experiments , 2009, Adapt. Behav..

[149]  John Geanakoplos,et al.  The virtues and vices of equilibrium and the future of financial economics , 2009 .

[150]  Roman Frigg,et al.  The philosophy of simulation: hot new issues or same old stew? , 2009, Synthese.

[151]  D. Foley,et al.  The economy needs agent-based modelling , 2009, Nature.

[152]  Michael Macy,et al.  Neighborhood Chance and Neighborhood Change: A Comment on Bruch and Mare1 , 2009, American Journal of Sociology.

[153]  John R. Clymer Simulation-Based Engineering of Complex Systems , 2009 .

[154]  Sato Model Resolving a Replication That Failed: News on the Macy & Resolving a Replication That Failed: News on the Macy & , 2009 .

[155]  Margherita Russo,et al.  Innovation Policy: Levels and Levers , 2009 .

[156]  Flaminio Squazzoni,et al.  Why Bother with What Others Tell You? An Experimental Data-Driven Agent-Based Model , 2010, J. Artif. Soc. Soc. Simul..

[157]  Louis Putterman,et al.  Cooperation and Punishment , 2010, Science.

[158]  Computational Macroeconomics for the Open Economy , 2011 .

[159]  Christian T. K.-H. Stadtländer,et al.  Individual-based modelling and ecology , 2012 .