论经济尾部风险的度量

S. Kou, X. Peng
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引用次数: 80

摘要

经济尾部风险不仅与效用理论密切相关,而且与统计模型的不确定性密切相关,本文试图为经济尾部风险的度量提供决策理论基础。主要结果是,满足Choquet期望效用和可获得性统计性质(即存在一个目标函数,使得期望目标函数最小化产生风险度量)的一组经济公理的风险度量是平均函数和中位数短缺,中位数短缺是尾部损失分布的中位数。可获得性对于回溯测试很重要。我们还扩展了结果,通过合并多个场景来解决模型的不确定性。作为一种应用,我们认为中值缺口比预期缺口更好地替代了《巴塞尔协议》中设定的资本要求。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On the Measurement of Economic Tail Risk
This paper attempts to provide a decision-theoretic foundation for the measurement of economic tail risk, which is not only closely related to utility theory but also relevant to statistical model uncertainty. The main result is that the only risk measures that satisfy a set of economic axioms for the Choquet expected utility and the statistical property of elicitability (i.e. there exists an objective function such that minimizing the expected objective function yields the risk measure) are the mean functional and the median shortfall, which is the median of tail loss distribution. Elicitability is important for backtesting. We also extend the result to address model uncertainty by incorporating multiple scenarios. As an application, we argue that median shortfall is a better alternative than expected shortfall for setting capital requirements in Basel Accords.
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