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Mixtures of skew-t factor analyzers
Journal article

Mixtures of skew-t factor analyzers

Abstract

A mixture of skew-t factor analyzers is introduced as well as a family of mixture models based thereon. The particular formulation of the skew-t distribution used arises as a special case of the generalized hyperbolic distribution. Like their Gaussian and t-distribution analogues, mixtures of skew-t factor analyzers are very well-suited for model-based clustering of high-dimensional data. The alternating expectation–conditional maximization …

Authors

Murray PM; Browne RP; McNicholas PD

Journal

Computational Statistics & Data Analysis, Vol. 77, , pp. 326–335

Publisher

Elsevier

Publication Date

September 2014

DOI

10.1016/j.csda.2014.03.012

ISSN

0167-9473