Box-Cox elliptical distributions with application

被引:13
作者
Moran-Vasquez, Raul Alejandro [1 ]
Ferrari, Silvia L. P. [2 ]
机构
[1] Univ Antioquia, Inst Math, Medellin, Colombia
[2] Univ Sao Paulo, Dept Stat, Sao Paulo, Brazil
基金
巴西圣保罗研究基金会;
关键词
Box-Cox symmetric distributions; Box-Cox transformation; Elliptical distribution; Gibbs sampling; Truncated distribution; SKEWNESS;
D O I
10.1007/s00184-018-0682-z
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
We propose and study the class of Box-Cox elliptical distributions. It provides alternative distributions for modeling multivariate positive, marginally skewed and possibly heavy-tailed data. This new class of distributions has as a special case the class of log-elliptical distributions, and reduces to the Box-Cox symmetric class of distributions in the univariate setting. The parameters are interpretable in terms of quantiles and relative dispersions of the marginal distributions and of associations between pairs of variables. The relation between the scale parameters and quantiles makes the Box-Cox elliptical distributions attractive for regression modeling purposes. Applications to data on vitamin intake are presented and discussed.
引用
收藏
页码:547 / 571
页数:25
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