On weak conditional convergence of bivariate Archimedean and Extreme Value copulas, and consequences to nonparametric estimation

被引:21
作者
Kasper, Thimo M. [1 ]
Fuchs, Sebastian [1 ]
Trutschnig, Wolfgang [1 ]
机构
[1] Univ Salzburg, Dept Math, Hellbrunnerstr 34, A-5020 Salzburg, Austria
关键词
Archimedean copula; extreme value copula; checkerboard copula; weak convergence; estimation; dependence measure; INFERENCE; DEPENDENCE; SPACE;
D O I
10.3150/20-BEJ1306
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
Looking at bivariate copulas from the perspective of conditional distributions and considering weak convergence of almost all conditional distributions yields the notion of weak conditional convergence. At first glance, this notion of convergence for copulas might seem far too restrictive to be of any practical importance - in fact, given samples of a copula C the corresponding empirical copulas do not converge weakly conditional to C with probability one in general. Within the class of Archimedean copulas and the class of Extreme Value copulas, however, standard pointwise convergence and weak conditional convergence can even be proved to be equivalent. Moreover, it can be shown that every copula C is the weak conditional limit of a sequence of checkerboard copulas. After proving these three main results and pointing out some consequences, we sketch some implications for two recently introduced dependence measures and for the nonparametric estimation of Archimedean and Extreme Value copulas.
引用
收藏
页码:2217 / 2240
页数:24
相关论文
共 38 条
  • [1] [Anonymous], 2002, USERS GUIDE MEASURE
  • [2] [Anonymous], 1970, NONPARAMETRIC TECHNI
  • [3] [Anonymous], 1999, WILEY SERIES PROBABI
  • [4] On Kendall's process
    Barbe, P
    Genest, C
    Ghoudi, K
    Remillard, B
    [J]. JOURNAL OF MULTIVARIATE ANALYSIS, 1996, 58 (02) : 197 - 229
  • [5] A nonparametric estimation procedure for bivariate extreme value copulas
    Caperaa, P
    Fougeres, AL
    Genest, C
    [J]. BIOMETRIKA, 1997, 84 (03) : 567 - 577
  • [6] Convergence of Archimedean copulas
    Charpentier, Arthur
    Segers, Johan
    [J]. STATISTICS & PROBABILITY LETTERS, 2008, 78 (04) : 412 - 419
  • [7] Chatterjee S., 2020, XICOR ASS MEASUREMEN
  • [8] A New Coefficient of Correlation
    Chatterjee, Sourav
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2021, 116 (536) : 2009 - 2022
  • [9] DEHAAN L, 1977, Z WAHRSCHEINLICHKEIT, V40, P317
  • [10] A Copula-Based Non-parametric Measure of Regression Dependence
    Dette, Holger
    Siburg, Karl F.
    Stoimenov, Pavel A.
    [J]. SCANDINAVIAN JOURNAL OF STATISTICS, 2013, 40 (01) : 21 - 41