Decision making with belief structures: An application in risk management

被引:30
作者
Engemann, KJ
Miller, HE
Yager, RR
机构
[1] IONA COLL, DEPT MANAGEMENT SYST & SCI, NEW ROCHELLE, NY 10801 USA
[2] IONA COLL, INST MACHINE INTELLIGENCE, NEW ROCHELLE, NY 10801 USA
[3] MUHLENBERG COLL, DEPT BUSINESS & ACCOUNTING, ALLENTOWN, PA 18104 USA
关键词
decision analysis; risk and uncertainty; risk management;
D O I
10.1142/S0218488596000020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper examines the problem of selecting an alternative in situations in which there exists uncertainty in our knowledge of the state of the world. We show how the ordered weighted averaging aggregation operators provide a unifying approach to selecting alternatives under uncertainty. In particular, we see how these operators provide a type of probability associated with our degree of optimism. We also show how the Dempster-Shafer belief structure provides a general framework for representing the information a decision maker has regarding relevant events. We then propose a methodology for decision making under uncertainty, integrating the ordered weighted averaging aggregation operators and the Dempster-Shafer belief structure. The proposed methodology is applied to a real world case involving risk management at one of the nation's largest banks.
引用
收藏
页码:1 / 25
页数:25
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