Probability weighted means as surrogates for stochastic dominance in decision making

被引:19
作者
Yager, Ronald R. [1 ]
Alajlan, Naif [2 ]
机构
[1] Iona Coll, Inst Machine Intelligence, New Rochelle, NY 10801 USA
[2] King Saud Univ, Coll Comp & Informat Sci, ALISR Lab, Riyadh, Saudi Arabia
关键词
Uncertainty; Decision making; Stochastic dominance; Means; OWA operators;
D O I
10.1016/j.knosys.2014.04.024
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We discuss the role of stochastic dominance as tool for comparing uncertain payoff alternatives. However, we note the fact that this is a very strong condition and in most cases a stochastic dominance relationship does not exist between alternatives. This requires us to consider the use of surrogates for stochastic dominance to compare alternatives. Here we consider a class of surrogates that are called Probability Weighted Means (PWM). These surrogates are numeric values associated with an uncertain alternative and as such comparisons can be based on these values. The PWM are consistent with stochastic dominance in the sense that if alternative A stochastically dominated alternative B then its PWM value is larger. We look at a number of different examples of probability weighted means. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:92 / 98
页数:7
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