Probability weighted means as surrogates for stochastic dominance in decision making

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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.

论文关键词:Uncertainty,Decision making,Stochastic dominance,Means,OWA operators

论文评审过程:Received 18 February 2014, Revised 14 April 2014, Accepted 15 April 2014, Available online 26 April 2014.

论文官网地址:https://doi.org/10.1016/j.knosys.2014.04.024