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

Authors :
Vrbik, I.
McNicholas, P.D.
Source :
Statistics & Probability Letters. Jun2012, Vol. 82 Issue 6, p1169-1174. 6p.
Publication Year :
2012

Abstract

Abstract: The em algorithm can be used to compute maximum likelihood estimates of model parameters for skew- 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. [Copyright &y& Elsevier]

Details

Language :
English
ISSN :
01677152
Volume :
82
Issue :
6
Database :
Academic Search Index
Journal :
Statistics & Probability Letters
Publication Type :
Periodical
Accession number :
74498197
Full Text :
https://doi.org/10.1016/j.spl.2012.02.020