Max-stability under first-order stochastic dominance

Christopher Chambers, Alan Miller, Ruodu Wang, Qinyu Wu
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Abstract

Max-stability is the property that taking a maximum between two inputs results in a maximum between two outputs. We investigate max-stability with respect to first-order stochastic dominance, the most fundamental notion of stochastic dominance in decision theory. Under two additional standard axioms of monotonicity and lower semicontinuity, we establish a representation theorem for functionals satisfying max-stability, which turns out to be represented by the supremum of a bivariate function. Our characterized functionals encompass special classes of functionals in the literature of risk measures, such as benchmark-loss Value at Risk (VaR) and $\Lambda$-quantile.
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一阶随机优势下的最大稳定性
最大稳定性是指在两个输入之间取最大值会导致两个输出之间取最大值的特性。我们研究了一阶随机支配的最大稳定性,这是决策理论中随机支配的最基本概念。在单调性和下半连续性这两个额外的标准公理下,我们为满足最大稳定性的函数建立了一个表示定理,结果发现它是由二元函数的上峰表示的。我们表征的函数包括风险度量文献中的特殊函数类别,如基准损失风险值(VaR)和 $\Lambda$-quantile 函数。
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