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2010

Beyond Equilibrium: Predicting Human Behavior in Normal-Form Games

11 years 1 months ago
Beyond Equilibrium: Predicting Human Behavior in Normal-Form Games
It is standard in multiagent settings to assume that agents will adopt Nash equilibrium strategies. However, studies in experimental economics demonstrate that Nash equilibrium is a poor description of human players' initial behavior in normal-form games. In this paper, we consider a wide range of widely-studied models from behavioral game theory. For what we believe is the first time, we evaluate each of these models in a meta-analysis, taking as our data set large-scale and publicly-available experimental data from the literature. We then propose modifications to the best-performing model that we believe make it more suitable for practical prediction of initial play by humans in normal-form games.
James R. Wright, Kevin Leyton-Brown
Added 06 Dec 2010
Updated 06 Dec 2010
Type Conference
Year 2010
Where AAAI
Authors James R. Wright, Kevin Leyton-Brown
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