A Non-parametric Test of Exchangeability for Extreme-Value and Left-Tail Decreasing Bivariate Copulas

被引:15
|
作者
Kojadinovic, Ivan [1 ]
Yan, Jun [2 ]
机构
[1] Univ Pau & Pays Adour, CNRS, Lab Math & Applicat, UMR 5142, F-64013 Pau, France
[2] Univ Connecticut, Dept Stat, Storrs, CT USA
关键词
multiplier central limit theorem; non-parametric estimation; Pickands dependence function; ranks;
D O I
10.1111/j.1467-9469.2011.00772.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
. A non-parametric rank-based test of exchangeability for bivariate extreme-value copulas is first proposed. The two key ingredients of the suggested approach are the non-parametric rank-based estimators of the Pickands dependence function recently studied by Genest and Segers, and a multiplier technique for obtaining approximate p-values for the derived statistics. The proposed approach is then extended to left-tail decreasing dependence structures that are not necessarily extreme-value copulas. Large-scale Monte Carlo experiments are used to investigate the level and power of the various versions of the test and show that the proposed procedure can be substantially more powerful than tests of exchangeability derived directly from the empirical copula. The approach is illustrated on well-known financial data.
引用
收藏
页码:480 / 496
页数:17
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