Sampling from hierarchical Kendall copulas

被引:0
|
作者
Brechmann, Eike Christian [1 ]
机构
[1] Tech Univ Munich, Ctr Math Sci, Boltzmannstr 3, D-85747 Garching, Germany
来源
JOURNAL OF THE SFDS | 2013年 / 154卷 / 01期
关键词
sampling copulas; hierarchical copulas; Kendall distribution function; copula level set; sample reordering;
D O I
暂无
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
As copulas are frequently used to model dependence in statistical models, it is of central importance to be able to accurately and efficiently sample from them. In the case of hierarchical Kendall copulas, a top- down sampling strategy involves simulation of a random vector given that it lies in a particular level set. While explicit solutions are available when hierarchical Kendall copulas are built from Archimedean copulas, this paper presents new results for the Plackett copula and for Archimax copulas, which also include the class of extreme-value copulas. Additionally, new approximate sampling procedures for hierarchical Kendall copulas are proposed and evaluated in a simulation study.
引用
收藏
页码:192 / 209
页数:18
相关论文
共 50 条
  • [21] On the structure and estimation of hierarchical Archimedean copulas
    Okhrin, Ostap
    Okhrin, Yarema
    Schmid, Wolfgang
    JOURNAL OF ECONOMETRICS, 2013, 173 (02) : 189 - 204
  • [22] Efficiently sampling nested Archimedean copulas
    Hofert, Marius
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2011, 55 (01) : 57 - 70
  • [23] Constructing hierarchical Archimedean copulas with Levy subordinators
    Hering, Christian
    Hofert, Marius
    Mai, Jan-Frederik
    Scherer, Matthias
    JOURNAL OF MULTIVARIATE ANALYSIS, 2010, 101 (06) : 1428 - 1433
  • [24] Pair programming with ChatGPT for sampling and estimation of copulas
    Gorecki, Jan
    COMPUTATIONAL STATISTICS, 2024, 39 (06) : 3231 - 3261
  • [25] A sharp inequality for Kendall's tau and Spearman's rho of Extreme-Value Copulas
    Mroz, Thomas
    Trutschnig, Wolfgang
    DEPENDENCE MODELING, 2018, 6 (01): : 369 - 376
  • [26] A stochastic representation and sampling algorithm for nested Archimedean copulas
    Hofert, Marius
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2012, 82 (09) : 1239 - 1255
  • [27] Estimation of Hierarchical Archimedean Copulas as a Shortest Path Problem
    Matsypura, Dmytro
    Neo, Emily
    Prokhorov, Artem
    ECONOMICS LETTERS, 2016, 149 : 131 - 134
  • [28] Multichannel hierarchical image classification using multivariate copulas
    Voisin, Aurelie
    Krylov, Vladimir A.
    Moser, Gabriele
    Serpico, Sebastiano B.
    Zerubia, Josiane
    COMPUTATIONAL IMAGING X, 2012, 8296
  • [29] On structure, family and parameter estimation of hierarchical Archimedean copulas
    Gorecki, Jan
    Hofert, Marius
    Holena, Martin
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2017, 87 (17) : 3261 - 3324
  • [30] An Alternative Approach to the Structure Determination of Hierarchical Archimedean Copulas
    Gorecki, Jan
    Holena, Martin
    MATHEMATICAL METHODS IN ECONOMICS 2013, PTS I AND II, 2013, : 201 - 206