Sampling nested Archimedean copulas

被引:143
|
作者
Mcneil, Alexander J. [1 ,2 ]
机构
[1] Heriot Watt Univ, Maxwell Inst Math Sci, Edinburgh EH14 4AS, Midlothian, Scotland
[2] Heriot Watt Univ, Dept Actuarial Mat & Stat, Edinburgh EH14 4AS, Midlothian, Scotland
关键词
Archimedean copulas; Laplace transforms; stochastic simulation;
D O I
10.1080/00949650701255834
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We give algorithms for sampling from non-exchangeable Archimedean copulas created by the nesting of Archimedean copula generators, where in the most general algorithm the generators may be nested to an arbitrary depth. These algorithms are based on mixture representations of these copulas using Laplace transforms. While in principle the approach applies to all nested Archimedean copulas, in practice the approach is restricted to certain cases where we are able to sample distributions with given Laplace transforms. Precise instructions are given for the case when all generators are taken from the Gumbel parametric family or the Clayton family; the Gumbel case in particular proves very easy to simulate.
引用
收藏
页码:567 / 581
页数:15
相关论文
共 50 条
  • [31] Tails of multivariate Archimedean copulas.
    Charpentier, Arthur
    Segers, Johan
    INSURANCE MATHEMATICS & ECONOMICS, 2006, 39 (03): : 412 - 412
  • [32] Exact simulation of reciprocal Archimedean copulas
    Mai, Jan-Frederik
    STATISTICS & PROBABILITY LETTERS, 2018, 141 : 68 - 73
  • [33] Matrix-Tilted Archimedean Copulas
    Hofert, Marius
    Ziegel, Johanna F.
    RISKS, 2021, 9 (04)
  • [34] Archimedean copulas: Prescriptions and proscriptions.
    Nelsen, Roger B.
    INSURANCE MATHEMATICS & ECONOMICS, 2006, 39 (03): : 399 - 399
  • [35] CHARACTERIZATIONS OF ARCHIMEDEAN n-COPULAS
    Wysocki, Wlodzimierz
    KYBERNETIKA, 2015, 51 (02) : 212 - 230
  • [36] Simulating from exchangeable Archimedean copulas
    Wu, Florence
    Valdez, Emiliano
    Sherris, Michael
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2007, 36 (05) : 1019 - 1034
  • [37] An Application of Archimedean Copulas for Meteorological Data
    Najjari, Vadoud
    Unsal, Mehmet Guray
    GAZI UNIVERSITY JOURNAL OF SCIENCE, 2012, 25 (02): : 417 - 424
  • [38] On the use of Archimedean copulas for insurance modelling
    Kularatne, Thilini Dulanjali
    Li, Jackie
    Pitt, David
    ANNALS OF ACTUARIAL SCIENCE, 2021, 15 (01) : 57 - 81
  • [39] Invariant dependence structures and Archimedean copulas
    Durante, Fabrizio
    Jaworski, Piotr
    Mesiar, Radko
    STATISTICS & PROBABILITY LETTERS, 2011, 81 (12) : 1995 - 2003
  • [40] A Generalization of the Archimedean Class of Bivariate Copulas
    Fabrizio Durante
    José Juan Quesada-Molina
    Carlo Sempi
    Annals of the Institute of Statistical Mathematics, 2007, 59 : 487 - 498