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Statistical applications of the multivariate skew normal distribution

A. Azzalini, A. Capitanio

Journal of the Royal Statistical Society: Series B (Statistical Methodology) · 1999 · Volume 61 · Issue 3

DOI: 10.1111/1467-9868.00194

Abstract

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.

Keywords

Elliptical distributions, Multivariate normal distribution, Quadratic forms, Skewness, Skew normal distribution

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