Statistical applications of the multivariate skew normal distribution

被引:841
|
作者
Azzalini, A
Capitanio, A
机构
[1] Univ Padua, Dept Stat Sci, I-35121 Padua, Italy
[2] Univ Bologna, I-40126 Bologna, Italy
关键词
elliptical distributions; multivariate normal distribution; quadratic forms; skewness; skew normal distribution;
D O I
10.1111/1467-9868.00194
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
Azzalini and Dalla Valle have recently discussed the multivariate skew normal distribution which extends the class of normal distributions by the addition of a shape parameter. The first part of the present paper examines further probabilistic properties of the distribution, with special emphasis on aspects of statistical relevance. Inferential and other statistical issues are discussed in the following part, with applications to some multivariate statistics problems, illustrated by numerical examples. Finally, a further extension is described which introduces a skewing factor of an elliptical density.
引用
收藏
页码:579 / 602
页数:24
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