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Analytic calculations for the EM algorithm for...
Journal article

Analytic calculations for the EM algorithm for multivariate skew-t mixture models

Abstract

The em algorithm can be used to compute maximum likelihood estimates of model parameters for skew-t mixture models. We show that the intractable expectations needed in the e-step can be written out analytically. These closed form expressions bypass the need for numerical estimation procedures, such as Monte Carlo methods, leading to accurate calculation of maximum likelihood estimates. Our approach is illustrated on two real data sets.

Authors

Vrbik I; McNicholas PD

Journal

Statistics & Probability Letters, Vol. 82, No. 6, pp. 1169–1174

Publisher

Elsevier

Publication Date

June 2012

DOI

10.1016/j.spl.2012.02.020

ISSN

0167-7152