Multivariate Hierarchical Copulas with Shocks

被引:0
作者
Fabrizio Durante
Marius Hofert
Matthias Scherer
机构
[1] Johannes Kepler University Linz,Department of Knowledge
[2] Ulm University,Based Mathematical Systems
[3] Technische Universität München,Institute of Number Theory and Probability Theory
来源
Methodology and Computing in Applied Probability | 2010年 / 12卷
关键词
Copula; Hierarchical structure; Marshall-Olkin distribution; Shock model; Singular component; 60E05; 62H99; 65C10; 65C99; 91B70;
D O I
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中图分类号
学科分类号
摘要
A transformation to obtain new multivariate hierarchical copulas, starting with an arbitrary copula, is introduced. In addition to the hierarchical structure, the presented construction principle explicitly supports singular components. These may be interpreted as the effect of local or global shocks to the underlying random variables. A large spectrum of dependence patterns can be achieved by the presented transformation, which seems promising for practical applications. Moreover, copulas arising from this construction are similarly admissible with respect to analytical tractability and sampling routines as the original copula. Finally, several well-known families of copulas may be interpreted as special cases.
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页码:681 / 694
页数:13
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