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一种新的相依随机变量随机占优准则及其应用

A new stochastic dominance criterion for dependent random variables with applications

Insurance Mathematics and Economics · 2022
被引 2
人大 BABS 3

中文导读

提出一种考虑随机变量间依赖结构的新随机占优准则,用于更精细地比较配对数据,克服了传统t检验和Wilcoxon-Mann-Whitney检验在处理非正态数据时的局限,并展示了其在配对资产收益比较中的应用。

Abstract

In this paper we develop a new tool for the comparison of paired data based on a new criterion of stochastic dominance that takes into account the dependence structure of the random variables under comparison. This new procedure provides a more detailed comparison of dependent random variables and overcomes some difficulties of standard techniques like Student's t and Wilcoxon-Mann-Whitney tests for non normal data. This tool provides an alternative to the usual stochastic dominance criterion which only considers the marginal distributions in the comparison. We show how this new tool can be fruitfully used for the comparison of paired asset returns.

随机占优相依数据非参数检验金融资产收益