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
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