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Learning and equilibrium transitions: Stochastic stability in discounted stochastic fictitious play

Noah Williams

Journal of Economic Dynamics and Control, 2022, vol. 145, issue C

Abstract: In this paper I study how adaptive learning leads to switches between multiple stable equilibria, and I develop tools to characterize the rate of transition. While the methods I develop are relatively general, I focus on a two-player model of stochastic fictitious play, where agents’ payoffs are subject to random shocks. Each player forecasts his opponent’s future play as a discounted average of past play. I analyze the behavior of agents’ beliefs as the discount rate on past information becomes small, but the payoff shock variance remains fixed. I show that agents tend to be drawn toward an equilibrium, but occasionally the stochastic shocks lead to endogenous shifts between equilibria. I then calculate the limiting transition rates and the invariant distribution of players’ beliefs, and use it to determine the most likely outcome observed in long run. I show this stochastically stable equilibrium satisfies an important continuity condition which allows for relatively direct characterization.

Keywords: Bounded rationality; Adaptive learning; Equilibrium selection (search for similar items in EconPapers)
Date: 2022
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Persistent link: https://EconPapers.repec.org/RePEc:eee:dyncon:v:145:y:2022:i:c:s0165188922002706

DOI: 10.1016/j.jedc.2022.104567

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Journal of Economic Dynamics and Control is currently edited by J. Bullard, C. Chiarella, H. Dawid, C. H. Hommes, P. Klein and C. Otrok

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