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