Johannes Berg: Statistical Mechanics and the Theory of Games

Statistical Mechanics of Disordered Systems and the Theory of Games

Game theory studies the decision making of interacting players and has applications in economics, political science, finance, international relations, and sociology. In a typical problem of game theory two or more participants, called players, make decisions (choose strategies) in a conflicting or competitive situation and receive a payoff, which not only depends on his own decision, but also on those of the other players. Non-cooperative game theory discusses the behaviour of a player seeking to maximise his or her own gain. In certain models there are strategies which are optimal or represent equilibria in some well-defined sense. Mathematical game theory explores the nature of such solutions to the game, give proofs of existence, universal bounds, algorithms, etc. for any size and realisation of the game.

In many situations of interest the game is characterised by a large number of possible strategies and complicated relationships between the strategic choices of the players and the resulting payoff to each player. It is thus tempting to model the payoffs by a random function and try to find typical properties of a solution of a game, which in the limit of an infinitely large game are realized with probability one. In this context, the properties of the game are encoded not in the payoff matrices but in the probability distribution of the payoff matrices.

The statistical mechanics approach


[1] J. von Neumann, and O. Morgenstern Theory of Games and Economic Behaviour (3rd edn) (Princeton Press, Princton, 1953)
[2] E. Gardner, J. Phys. A21, 257 (1988)
[3] J. Berg and A. Engel, "Matrix games, mixed strategies, and statistical mechanics" Phys. Rev. Lett., 81, 4999-5002 (1998) cond-mat 9809265
[4] J. Berg and M. Weigt, "Entropy and typical properties of Nash Equilibria in Two-Player Games", Europhys. Lett.,48 (2), 129-135 (1999) cond-mat 9905076
[5] J. Berg, "Statistical mechanics of random two-player games", Phys. Rev. E,61 (3), 2327-2339 (2000) cond-mat 9910357
[6] Andreas Engel and C. Van Den Broeck Statistical Mechanics of Learning (Cambridge Univ Press, 2001)

An excellent succinct introduction to game theory is
Wang Jianhua The Theory of Games (Oxford University Press, 1988)

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