2006 · 176 citations · 3 references
Language StudiesLinguisticsAlgorithmsComputational LinguisticsProbability TheoryMaximum Likelihood EstimationStochastic OptimizationConvergenceEm AlgorithmExpectation-maximizationExpectation-maximization AlgorithmHyperlinksRevision History Analysis
This tutorial discusses the Expectation Maximization (EM) algorithm of Dempster, Laird and Rubin [1]. The approach taken follows that of an unpublished note by Stuart Russel, but fleshes out some of the gory details. In order to ensure that the presentation is reasonably self-contained, some of the results on
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The EM Algorithm and Extensions
Debashis Kushary, Geoffrey J. McLachlan, Thriyambakam Krishnan · Technometrics · 1998 · 5.1K citations