The EMMIX Algorithm for the Fitting of Normal and t-Components

作者: Geoff J. McLachlan , David Peel

DOI: 10.18637/JSS.V004.I02

关键词: ResamplingMultivariate statisticsAlgorithmCarry (arithmetic)Mixture modelMathematicsExpectation–maximization algorithm

摘要: We consider the fitting of normal or t-component mixture models to multivariate data, using maximum likelikhood via EM algorithm. This approach requires initial specification an estimate vector unknown parameters, equivalently classification data with respect components model under fit. describe algorithm called EMMIX that automatically undertakes this fitting: including provision suitable values if not supplied by user. The has several options, option carry out a resampling-based test for number in model.

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