A General Construction of Multivariate Dependence Structures with Nonmonotone Mappings and Its Applications

被引:0
作者
Quessy, Jean-Francois [1 ]
机构
[1] Univ Quebec Trois Rivieres, Dept Math & Informat, Trois Rivieres, PQ, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Semiparametric inference; tail asymmetry; tail de- pendence; V- and squared copulas; uniform-to-uniform transformations; DISTRIBUTIONS; COPULAS; INFERENCE; MODELS;
D O I
10.1214/23-STS916
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
A famous theorem by Sklar (1959) provides an elegant and useful way to look at multivariate dependence structures. This paper explores the construction of copulas from nonmonotone transformations applied to the components of random vectors whose marginals are uniform on (0 , 1). This approach allows the creation of new families of multivariate copulas that generalize the chi-square, Fisher, squared and V -copulas, to name a few. The properties of the resulting dependence structures are studied, including tail dependence and tail asymmetry. The usefulness of the models created is illustrated for standard multivariate dependence modeling, nonmonotone copula regression and spatial dependence.
引用
收藏
页码:391 / 408
页数:18
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