The multivariate Piecing-Together approach revisited

被引:5
作者
Aulbach, Stefan [1 ]
Falk, Michael [1 ]
Hofmann, Martin [1 ]
机构
[1] Univ Wurzburg, Inst Math, Emil Fischer Str 30, D-97074 Wurzburg, Germany
关键词
Copula; Copula process; D-norm; Domain of multivariate attraction; Empirical copula; GPD-copula; Max-stable process; Multivariate extreme value distribution; Multivariate generalized Pareto distribution; Peaks-over-threshold; Piecing-Together approach;
D O I
10.1016/j.jmva.2012.02.002
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
The univariate Piecing-Together approach (PT) fits a univariate generalized Pareto distribution (GPD) to the upper tail of a given distribution function in a continuous manner. A multivariate extension was established by Aulbach et al. (in press) [2]: the upper tail of a given copula C is cut off and replaced by a multivariate GPD-copula in a continuous manner, yielding a new copula called a PT-copula. Then each margin of this PT-copula is transformed by a given univariate distribution function. This provides a multivariate distribution function with prescribed margins, whose copula is a GPD-copula that coincides in its central part with C. In addition to Aulbach et al. (in press) [2], we achieve in the present paper an exact representation of the PT-copula's upper tail, giving further insight into the multivariate PT approach. A variant based on the empirical copula is also added. Furthermore our findings enable us to establish a functional PT version as well. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:161 / 170
页数:10
相关论文
共 18 条
[1]   ON THE CHARACTERIZATION OF A CLASS OF BINARY OPERATIONS ON DISTRIBUTION-FUNCTIONS [J].
ALSINA, C ;
NELSEN, RB ;
SCHWEIZER, B .
STATISTICS & PROBABILITY LETTERS, 1993, 17 (02) :85-89
[2]  
[Anonymous], 2007, STATISCAL ANAL EXTRE
[3]  
Aulbach S., 2012, BERNOULLI IN PRESS
[4]   On max-stable processes and the functional D-norm [J].
Aulbach, Stefan ;
Falk, Michael ;
Hofmann, Martin .
EXTREMES, 2013, 16 (03) :255-283
[5]   RESIDUAL LIFE TIME AT GREAT AGE [J].
BALKEMA, AA ;
DEHAAN, L .
ANNALS OF PROBABILITY, 1974, 2 (05) :792-804
[6]   ON SPATIAL EXTREMES: WITH APPLICATION TO A RAINFALL PROBLEM [J].
Buishand, T. A. ;
de Haan, L. ;
Zhou, C. .
ANNALS OF APPLIED STATISTICS, 2008, 2 (02) :624-642
[7]   Tails of multivariate Archimedean copulas [J].
Charpentier, Arthur ;
Segers, Johan .
JOURNAL OF MULTIVARIATE ANALYSIS, 2009, 100 (07) :1521-1537
[8]   On convergence toward an extreme value distribution in C[0,1] [J].
de Haan, L ;
Lin, T .
ANNALS OF PROBABILITY, 2001, 29 (01) :467-483
[9]  
DE HAAN L., 2006, SPRING S OPERAT RES, DOI 10.1007/0-387-34471-3
[10]   Sojourn times and the fragility index [J].
Falk, Michael ;
Hofmann, Martin .
STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 2012, 122 (03) :1110-1128