On Pickands coordinates in arbitrary dimensions

被引:25
作者
Falk, M [1 ]
Reiss, RD
机构
[1] Univ Wurzburg, Inst Angew Math & Stat, D-97074 Wurzburg, Germany
[2] Univ Siegen, Fachbereich Math, D-57068 Siegen, Germany
关键词
extreme value distribution; max-stable distribution; generalized Pareto distribution; Pickands representation; dependence function; spectral decomposition; Pickands coordinates; spectral delta-neighborhood; Pickands transform;
D O I
10.1016/j.jmva.2003.10.006
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
Pickands coordinates were introduced as a crucial tool for the investigation of bivariate extreme value models. We extend their definition to arbitrary dimensions and, thus, we can generalize many known results for bivariate extreme value and generalized Pareto models to higher dimensions and arbitrary extreme value margins. In particular we characterize multivariate generalized Pareto distributions (GPs) and spectral delta-neighborhoods of GPs in terms of best attainable rates of convergence of extremes, which are well-known results in the univariate case. A sufficient univariate condition for a multivariate distribution function (df) to belong to the domain of attraction of an extreme value df is derived. Bounds for the variational distance in peaks-over-threshold models are established, which are based on Pickands coordinates. (C) 2003 Elsevier Inc. All rights reserved.
引用
收藏
页码:426 / 453
页数:28
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