A Conjugate Class of Utility Functions for Sequential Decision Problems

A Conjugate Class of Utility Functions for Sequential Decision Problems

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Article ID: iaor201528906
Volume: 35
Issue: 9
Start Page Number: 1611
End Page Number: 1622
Publication Date: Sep 2015
Journal: Risk Analysis
Authors: , ,
Keywords: risk, statistics: inference
Abstract:

The use of the conjugacy property for members of the exponential family of distributions is commonplace within Bayesian statistical analysis, allowing for tractable and simple solutions to problems of inference. However, despite a shared motivation, there has been little previous development of a similar property for using utility functions within a Bayesian decision analysis. As such, this article explores a class of utility functions that appear to be reasonable for modeling the preferences of a decisionmaker in many real‐life situations, but that also permit a tractable and simple analysis within sequential decision problems.

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