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dc:title "HTML Summary of #6037 \n\nA New Family of Extended Baum-Welch Update Rules \n\n";
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bibo:abstract "In this paper, we consider a generalization of the state-of-art\r\ndiscriminative method for optimizing the conditional likelihood in\r\nHidden Markov Models (HMMs), called the Extended Baum-Welch (EBW)\r\nalgorithm, that has had significant impact on the speech recognition\r\ncommunity. We propose a generalized form of EBW update rules that\r\ncan be associated with a weighted sum of updated and initial models,\r\nand demonstrate that using novel update rules can significantly\r\nspeed up parameter estimation for Gaussian mixtures."^^xsd:string;
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dct:date "2008-04-27";
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