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An experimental analysis of the bandit problem

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Author Info
Jeffrey Banks (Department of Economics, University of Rochester, Rochester, NY 14627, USA)
David Porter (Division of Humanities and Social Sciences, Caltech, Pasadena, CA 91125, USA)
Mark Olson (CREED, University of Amsterdam, Amsterdam, THE NETHERLANDS)

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Abstract

We investigate, in an experimental setting, the behavior of single decision makers who at discrete time intervals over an "infinite" horizon may choose one action from a set of possible actions where this set is constant over time, i.e. a bandit problem. Two bandit environments are examined, one in which the predicted behavior should always be myopic (the two-armed bandit) and the other in which the predicted behavior should never be myopic (the one-armed bandit). We also investigate the comparative static predictions as the underlying parameters of the bandit environments are changed. The aggregate results show that the behavior in the two bandit environments are quantitatively different and in the direction of the theoretical predictions.

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Publisher Info
Article provided by Springer in its journal Economic Theory.

Volume (Year): 10 (1997)
Issue (Month): 1 ()
Pages: 55-77
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Handle: RePEc:spr:joecth:v:10:y:1997:i:1:p:55-77

Note: Received: October, 27, 1994; revised version February 27, 1996
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Related research
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Find related papers by JEL classification:
C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior
C73 - Mathematical and Quantitative Methods - - Game Theory and Bargaining Theory - - - Stochastic and Dynamic Games; Evolutionary Games
D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search, Learning, and Information

Cited by:
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  1. Marcoul, Philippe & Weninger, Quinn, 2004. "Search and active learning with correlated information: Empirical evidence from Mid-Atlantic clam fishermen," Staff General Research Papers 11601, Iowa State University, Department of Economics.
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