An Axiomatic Utility Theory for Dempster-Shafer Belief Functions

被引:0
作者
Denoeux, Thierry [1 ]
Shenoy, Prakash P. [2 ]
机构
[1] Univ Technol Compiegne, CNRS, UMR 7253 Heudiasyc, Compiegne, France
[2] Univ Kansas, Sch Business, Lawrence, KS 66045 USA
来源
PROCEEDINGS OF THE ELEVENTH INTERNATIONAL SYMPOSIUM ON IMPRECISE PROBABILITIES: THEORIES AND APPLICATIONS (ISIPTA 2019) | 2019年 / 103卷
关键词
Dempster-Shafer theory of evidence; von Neumann-Morgenstern's utility theory; Jaffray's linear utility theory; Smets' decision theory; EXPECTED UTILITY; DECISION-MAKING; AMBIGUITY;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The main goal of this paper is to describe an axiomatic utility theory for Dempster-Shafer belief function lotteries. The axiomatic framework used is analogous to von Neumann-Morgenstern's utility theory for probabilistic lotteries as described by Luce and Raiffa. Unlike the probabilistic case, our axiomatic framework leads to interval-valued utilities, and therefore, to a partial (incomplete) preference order on the set of all belief function lotteries. If the belief function reference lotteries we use are Bayesian belief functions, then our representation theorem coincides with Jaffray's representation theorem for his linear utility theory for belief functions. We illustrate our framework using some examples discussed in the literature. Finally, we compare our decision theory with those proposed by Jaffray and Smets.
引用
收藏
页码:145 / 155
页数:11
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