Preferences, risk neutrality and risk-sensitive MDPs

被引:1
作者
Alexander, James [1 ]
Sobel, Matthew J. [2 ]
机构
[1] Case Western Reserve Univ, Dept Math & Cognit Sci, Cleveland, OH USA
[2] Case Western Reserve Univ, Weatherhead Sch Management, Dept Operat, 10900 Euclid Ave, Cleveland, OH 44106 USA
关键词
Preference; Risk neutrality; Markov decision process; Discounting; Utility; UTILITY-FUNCTIONS;
D O I
10.1007/s10479-024-06020-6
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
A binary preference relation on a real vector space satisfying four (natural) axioms is shown to induce a utility function composed of a linear function to the reals and a weakly monotonic function. The key axiom is decomposition, and the utility function can be taken to be linear if and only if this axiom's converse is also satisfied. Important consequences follow for risk-sensitive discounted Markov decision processes, decision trees, and the discounted utility model in economics. Since the four axioms imply that preferences correspond to discounting, the four axioms without the converse imply that preferences are consistent with discounting without risk neutrality.
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页数:10
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