Journal of the Japan Statistical Society, Japanese Issue
Online ISSN : 2189-1478
Print ISSN : 0389-5602
ISSN-L : 0389-5602
AN ESTIMATOR FOR THE NUMBER OF COMPONENTS OF FINITE MIXTURES AND ITS APPLICATIONS
Jogi Henna
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1988 Volume 18 Issue 1 Pages 51-64

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Abstract
An estimator for the number m of components of finite mixtures, which is a modification of that of Henna [6], is constructed and a comparison between these two estimators is given by a simulation method in a case of normal mixtures. Next an estimator of the parameter and the proportion for each component distribution is given when m is unkown. Also the asymptotic property of these estimators is investigated. Furthermore a classification procedure by using these estimators is constructed and the asymptotic property of the risk by the procedure is investigated.
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