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16 - Genetic algorithms and evolutionary games

Published online by Cambridge University Press:  05 December 2011

Xin Yao
Affiliation:
The University of Birmingham
Paul Darwen
Affiliation:
Brandeis University
William A. Barnett
Affiliation:
Washington University, Missouri
Carl Chiarella
Affiliation:
University of Technology, Sydney
Steve Keen
Affiliation:
University of Western Sydney Macarthur
Robert Marks
Affiliation:
Australian Graduate School of Management
Hermann Schnabl
Affiliation:
Universität Stuttgart
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Summary

The 2-player iterated prisoner's dilemma (2IPD) game is a 2 x 2 non-zero-sum noncooperative game, in which non-zero sum indicates that the benefits obtained by a player are not necessarily the same as the penalties received by another player, and noncooperative indicates that no preplay communication is permitted between the players (Colman 1982, Rapoport 1966). It has been widely studied in such diverse fields as economics, mathematical game theory, political science, and artificial intelligence.

In the prisoner's dilemma, each player has a choice of two operations: either cooperate with the other player, or defect. Payoff to both players is calculated according to Table 16.1. In the iterated prisoner's dilemma (IPD), this step is repeated many times and each player can remember previous steps.

Although the 2IPD has been studied extensively for more than three decades, there are many real-world problems, especially many social and economic ones, that cannot be modeled by the 2IPD. Hardin (1968) described some examples of such problems. More examples can be found in Colman's book (1982, pp. 156-159). The N-player iterated prisoner's dilemma (NIPD) is a more realistic and general game that can model those problems. In comparing the NIPD with the 2IPD, Davis et al. (1976, p. 520) commented that

“[t]he N-player case (NPD) has greater generality and applicability to real-life situations. In addition to the problems of energy conservation, ecology, and overpopulation, many other real-life problems can be represented by the NPD paradigm.”

Colman (1982, p. 142) and Glance and Huberman (1993, 1994) have also indicated that the NIPD is “qualitatively different” from the 2IPD and that “… certain strategies that work well for individuals in the Prisoner's Dilemma fail in large groups.”

Type
Chapter
Information
Commerce, Complexity, and Evolution
Topics in Economics, Finance, Marketing, and Management: Proceedings of the Twelfth International Symposium in Economic Theory and Econometrics
, pp. 313 - 334
Publisher: Cambridge University Press
Print publication year: 2000

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