Properties of hierarchical Archimedean copulas

被引:29
|
作者
Okhrin, Ostap [1 ]
Okhrin, Yarema [2 ]
Schmid, Wolfgang [3 ]
机构
[1] Humboldt Univ, Inst Stat & Econometr, D-10099 Berlin, Germany
[2] Univ Augsburg, Dept Stat, D-86135 Augsburg, Germany
[3] European Univ Viadrina, Dept Stat, D-15230 Frankfurt, Oder, Germany
关键词
copula; multivariate distribution; Archimedean copula; stochastic ordering; hierarchical copula;
D O I
10.1524/strm.2013.1071
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
In this paper we analyse the properties of hierarchical Archimedean copulas. This class is a generalisation of the Archimedean copulas and allows for general non-exchangeable dependency structures. We show that the structure of the copula can be uniquely recovered from all bivariate margins. We derive the distribution of the copula values, which is particularly useful for tests and constructing confidence intervals. Furthermore, we analyse dependence orderings, multivariate dependence measures, and extreme value copulas. We pay special attention to the tail dependencies and derive several tail dependence indices for general hierarchical Archimedean copulas.
引用
收藏
页码:21 / 53
页数:33
相关论文
共 50 条
  • [21] An experimental comparison of Value at Risk estimates based on elliptical and hierarchical Archimedean copulas
    Kubat, Michael
    Gorecki, Jan
    33RD INTERNATIONAL CONFERENCE MATHEMATICAL METHODS IN ECONOMICS (MME 2015), 2015, : 419 - 424
  • [22] DYNAMIC DEPENDENCE ORDERING FOR ARCHIMEDEAN COPULAS AND DISTORTED COPULAS
    Charpentier, Arthur
    KYBERNETIKA, 2008, 44 (06) : 777 - 794
  • [23] Diagonal copulas of Archimedean class
    Sungur, EA
    Yang, YM
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 1996, 25 (07) : 1659 - 1676
  • [24] Archimedean copulas with applications to estimation
    Furmanczyk, Konrad
    STATISTICAL METHODS AND APPLICATIONS, 2016, 25 (02): : 269 - 283
  • [25] Densities of nested Archimedean copulas
    Hofert, Marius
    Pham, David
    JOURNAL OF MULTIVARIATE ANALYSIS, 2013, 118 : 37 - 52
  • [26] From Archimedean to Liouville copulas
    McNeil, Alexander J.
    Neslehova, Johanna
    JOURNAL OF MULTIVARIATE ANALYSIS, 2010, 101 (08) : 1772 - 1790
  • [27] EXTREMAL BEHAVIOR OF ARCHIMEDEAN COPULAS
    Larsson, Martin
    Neslehova, Johanna
    ADVANCES IN APPLIED PROBABILITY, 2011, 43 (01) : 195 - 216
  • [28] Construction and sampling of Archimedean and nested Archimedean Levy copulas
    Grothe, Oliver
    Hofert, Marius
    JOURNAL OF MULTIVARIATE ANALYSIS, 2015, 138 : 182 - 198
  • [29] Sampling nested Archimedean copulas
    Mcneil, Alexander J.
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2008, 78 (06) : 567 - 581
  • [30] Semiparametric bivariate Archimedean copulas
    Miguel Hernandez-Lobato, Jose
    Suarez, Alberto
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2011, 55 (06) : 2038 - 2058