Open Access
August 2010 The emergence of rational behavior in the presence of stochastic perturbations
Panayotis Mertikopoulos, Aris L. Moustakas
Ann. Appl. Probab. 20(4): 1359-1388 (August 2010). DOI: 10.1214/09-AAP651

Abstract

We study repeated games where players use an exponential learning scheme in order to adapt to an ever-changing environment. If the game’s payoffs are subject to random perturbations, this scheme leads to a new stochastic version of the replicator dynamics that is quite different from the “aggregate shocks” approach of evolutionary game theory. Irrespective of the perturbations’ magnitude, we find that strategies which are dominated (even iteratively) eventually become extinct and that the game’s strict Nash equilibria are stochastically asymptotically stable. We complement our analysis by illustrating these results in the case of congestion games.

Citation

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Panayotis Mertikopoulos. Aris L. Moustakas. "The emergence of rational behavior in the presence of stochastic perturbations." Ann. Appl. Probab. 20 (4) 1359 - 1388, August 2010. https://doi.org/10.1214/09-AAP651

Information

Published: August 2010
First available in Project Euclid: 20 July 2010

zbMATH: 1195.91011
MathSciNet: MR2676942
Digital Object Identifier: 10.1214/09-AAP651

Subjects:
Primary: 60J70 , 91A26
Secondary: 60H10 , 91A22

Keywords: Asymptotic stochastic stability , congestion games , dominance , exponential learning , Lyapunov function , Nash equilibrium , replicator dynamics , Stochastic differential equation

Rights: Copyright © 2010 Institute of Mathematical Statistics

Vol.20 • No. 4 • August 2010
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