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Agent-Based Computational Models and Generative Social Science

In: Generative Social Science Studies in Agent-Based Computational Modeling

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Author Info
Joshua M. Epstein (Brookings Institution, Brookings-Johns Hopkins Center on Social and Economic Dynamics, Santa Fe Institute)
Abstract

Agent-based computational modeling is changing the face of social science. In Generative Social Science, Joshua Epstein argues that this powerful, novel technique permits the social sciences to meet a fundamentally new standard of explanation, in which one "grows" the phenomenon of interest in an artificial society of interacting agents: heterogeneous, boundedly rational actors, represented as mathematical or software objects. After elaborating this notion of generative explanation in a pair of overarching foundational chapters, Epstein illustrates it with examples chosen from such far-flung fields as archaeology, civil conflict, the evolution of norms, epidemiology, retirement economics, spatial games, and organizational adaptation. In elegant chapter preludes, he explains how these widely diverse modeling studies support his sweeping case for generative explanation. This book represents a powerful consolidation of Epstein's interdisciplinary research activities in the decade since the publication of his and Robert Axtell's landmark volume, Growing Artificial Societies. Beautifully illustrated, Generative Social Science includes a CD that contains animated movies of core model runs, and programs allowing users to easily change assumptions and explore models, making it an invaluable text for courses in modeling at all levels.

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This chapter was published in: Joshua M. Epstein Generative Social Science Studies in Agent-Based Computational Modeling, , pages , 2007.

This item is provided by Princeton University Press in its series Introductory Chapters with number 8277-1.

Handle: RePEc:pup:chapts:8277-1

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For technical questions regarding this item, or to correct its listing, contact: (Chuck Creesy).

Related research
Keywords: computational modeling; social science; generative explanation; archaeology; civil conflict; evolution of norms; epidemiology; retirement economics; spatial games; organizational adaptation;

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  3. William D. Nordhaus, 1992. "Lethal Model 2: The Limits to Growth Revisited," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 23(1992-2), pages 1-60. [Downloadable!]
  4. Bullard, James & Duffy, John, 2001. "Learning And Excess Volatility," Macroeconomic Dynamics, Cambridge University Press, vol. 5(02), pages 272-302, April. [Downloadable!]
  5. Tversky, Amos & Kahneman, Daniel, 1986. "Rational Choice and the Framing of Decisions," Journal of Business, University of Chicago Press, vol. 59(4), pages S251-78, October. [Downloadable!] (restricted)
  6. Glaeser, Edward L & Sacerdote, Bruce & Scheinkman, Jose A, 1996. "Crime and Social Interactions," The Quarterly Journal of Economics, MIT Press, vol. 111(2), pages 507-48, May. [Downloadable!] (restricted)
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  7. Herbert A. Simon, 1978. "On How to Decide What to Do," Bell Journal of Economics, The RAND Corporation, vol. 9(2), pages 494-507, Autumn. [Downloadable!] (restricted)
  8. Prasad, Kislaya, 1997. "On the computability of Nash equilibria," Journal of Economic Dynamics and Control, Elsevier, vol. 21(6), pages 943-953, June. [Downloadable!] (restricted)
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  12. Leigh TESFATSION, 1995. "A Trade Network Game With Endogenous Partner Selection," Economic Report 36, Iowa State University Department of Economics. [Downloadable!]
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  13. Young, H Peyton, 1993. "The Evolution of Conventions," Econometrica, Econometric Society, vol. 61(1), pages 57-84, January. [Downloadable!] (restricted)
  14. Kai Nagel & Steen Rasmussen, 1994. "Traffic at the Edge of Chaos," Working Papers 94-06-032, Santa Fe Institute.
  15. Topa, Giorgio, 1997. "Social Interactions, Local Spillovers and Unemployment," Working Papers 97-17, C.V. Starr Center for Applied Economics, New York University. [Downloadable!]
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  16. James Bullard & John Duffy, 1999. "Learning and Excess Volatility," Computing in Economics and Finance 1999 224, Society for Computational Economics.
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  17. Camerer, Colin F, 1997. "Progress in Behavioral Game Theory," Journal of Economic Perspectives, American Economic Association, vol. 11(4), pages 167-88, Fall. [Downloadable!] (restricted)
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