Tail Risk of Multivariate Regular Variation

被引:30
|
作者
Joe, Harry [2 ]
Li, Haijun [1 ]
机构
[1] Washington State Univ, Dept Math, Pullman, WA 99164 USA
[2] Univ British Columbia, Dept Stat, Vancouver, BC V6T 1Z2, Canada
基金
加拿大自然科学与工程研究理事会; 美国国家科学基金会;
关键词
Coherent risk; Tail conditional expectation; Regularly varying; Copula; Tail dependence; DEPENDENCE; DISTRIBUTIONS; COHERENT; MIXTURES;
D O I
10.1007/s11009-010-9183-x
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Tail risk refers to the risk associated with extreme values and is often affected by extremal dependence among multivariate extremes. Multivariate tail risk, as measured by a coherent risk measure of tail conditional expectation, is analyzed for multivariate regularly varying distributions. Asymptotic expressions for tail risk are established in terms of the intensity measure that characterizes multivariate regular variation. Tractable bounds for tail risk are derived in terms of the tail dependence function that describes extremal dependence. Various examples involving Archimedean copulas are presented to illustrate the results and quality of the bounds.
引用
收藏
页码:671 / 693
页数:23
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