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Bounded Rationality in Randomization
Steven Scroggin, University of California, San Diego
ABSTRACT: In repeated games with Nash equilibria in mixed strategies, players
optimize by playing randomly. Players are boundedly rational in their
randomization eorts. Arguably, they have no internal randomization
facility and they fashion external randomization aids from the environment.
By conditioning on past play, boundedly rational players exhibit
a pattern. The pattern is characterized by cognitive limitations
variously called local representativeness, the law of small numbers or
the gambler’s fallacy. I find one such pattern—balance then runs—in
re-analysis of existing data for matching pennies experiments. While
players and play are heterogeneous, the pattern makes prediction plausible.
I implement prediction with a non-linear autoregression. Model
1 is a statistically and substantively significant tool for predicting behavior
in matching pennies. There is evidence for two other behavioral
models, both of which require some sort of sophistication—including
a model of the opponent as boundedly rational.
SUGGESTED CITATION: Steven Scroggin,
"Bounded Rationality in Randomization"
(September 1, 2003).
Department of Economics, UCSD.
Paper 2003-13.
http://repositories.cdlib.org/ucsdecon/2003-13
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