A new look at discriminative training for hidden Markov models

magiccarmack 18 0 PDF 2019-09-26 12:09:21

DiscriminativetrainingforhiddenMarkovmodels(HMMs)hasbeenacentralthemeinspeechrecognitionresearchformanyyears.Onemostpopulartechniqueisminimumclassi?cationerror(MCE)training,withtheobjectivefunctioncloselyrelatedtotheempiricalerrorrateandwiththeoptimizationmethodbasedtraditionallyongradientdescent.Inthispaper,weprovideanewlookattheMC

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A new look at discriminative training for hidden Markov models

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