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Mixture Models in View of Evidential Analysis
Authors:M. Emadi
Affiliation:Department of Statistics, Ordered and Spatial Data Center of Excellence , Ferdowsi University of Mashhad , Mashhad , Iran
Abstract:In some practical inferential situations, it is needed to mix some finite sort of distributions to fit an adequate model for multi-modal observations. In this article, using evidential analysis, we determine the sample size for supporting hypotheses about the mixture proportion and homogeneity. An Expectation-Maximization algorithm is used to evaluate the probability of strong misleading evidence based on modified likelihood ratio as a measure of support.
Keywords:Finite mixture distribution  Modified likelihood ratio  Penalty term  Statistical evidence  Strong misleading evidence
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