Distributions generated by perturbation of symmetry with emphasis on a multivariate skew t-distribution

被引:922
作者
Azzalini, A
Capitanio, A
机构
[1] Univ Padua, Dipartimento Sci Stat, I-35121 Padua, Italy
[2] Univ Bologna, Bologna, Italy
关键词
asymmetry; central symmetry; elliptical distributions; Healy's plot; multivariate t-distribution; quadratic forms; skewness; skew normal distribution;
D O I
10.1111/1467-9868.00391
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 [统计学]; 070103 [概率论与数理统计]; 0714 [统计学];
摘要
A fairly general procedure is studied to perturb a multivariate density satisfying a weak form of multivariate symmetry, and to generate a whole set of non-symmetric densities. The approach is sufficiently general to encompass some recent proposals in the literature, variously related to the skew normal distribution. The special case of skew elliptical densities is examined in detail, establishing connections with existing similar work. The final part of the paper specializes further to a form of multivariate skew t-density. Likelihood inference for this distribution is examined, and it is illustrated with numerical examples.
引用
收藏
页码:367 / 389
页数:23
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