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Explaining Violations of Bayesian Inference

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Author Info
Markus Pasche () (University of Jena, Faculty of Economics)

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Abstract

Empirical studies show that agents often violate Bayes' rule in updating probability expectations. This paper deals with errors in combining observations with prior knowledge. Such errors neccessarily occur when agents have limited information-processing capacities. It is shown that rational control of errors could lead to systematic deviations from Bayesian inference which are consistent with empirical behaviour. It is also shown that simple adaptive updating rules are more robust against errors and have a better MSE-performance than the Bayesian rule.

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Publisher Info
Paper provided by Friedrich-Schiller-Universität Jena, Wirtschaftswissenschaftliche Fakultïät in its series Working Paper Series B with number 1997-01.

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Date of creation: 10 Jan 1997
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Handle: RePEc:jen:jenavo:1997-01

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Related research
Keywords: Bayes' rule; imprecise beliefs; representativeness; conservativism; adaptive behaviour; rationality;

Find related papers by JEL classification:
D80 - Microeconomics - - Information, Knowledge, and Uncertainty - - - General
D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search, Learning, and Information
D84 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Expectations; Speculations

Cited by:
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  1. Markus Pasche, 1998. "An Approach to Robust Decision Making: The Rationality of Heuristic Behavior," Working Paper Series B 1998-10, Friedrich-Schiller-Universität Jena, Wirtschaftswissenschaftliche Fakultïät. [Downloadable!]
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