Selection strategies for regular vine copulae

被引:0
|
作者
Czado, Claudia [1 ]
Jeske, Stephan [1 ]
Hofmann, Mathias [1 ]
机构
[1] Tech Univ Munich, Zentrum Mathemat, Munich, Germany
来源
JOURNAL OF THE SFDS | 2013年 / 154卷 / 01期
关键词
copulae; regular vines; model selection;
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
Regular vine (R-vine) copulae are a very flexible class of multivariate copulae, which have received increasing interest in finance and insurance. We will introduce these copulae, discuss their scope and parameter estimation. Since the class of R-vines is huge, model class selection is vital. Recently a top down and a bottom up approach for model selection have been developed. We will discuss these approaches and introduce some useful extensions based on using p-values of goodness-of-fit tests as selection weights. The use of R-vine copulae will be illustrated for a data set involving log concentrations of chemicals in water samples. The performance of these selection procedures are investigated through simulation.
引用
收藏
页码:174 / 191
页数:18
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