Links between Markov models and multilayer perceptrons

Bourlard, H.; Wellekens, C.

doi:10.1109/34.62605

Public

Links between Markov models and multilayer perceptrons

Published in IEEE Transactions on Pattern Analysis and Machine Intelligence • Jan 1, 1990

Authors:

H. Bourlard

C. Wellekens

Abstract

The statistical use of a particular classic form of a connectionist system, the multilayer perceptron (MLP), is described in the context of the recognition of continuous speech. A discriminant hidden Markov model (HMM) is defined, and it is shown how a particular MLP with contextual and extra feedba...

Subject

Hidden Markov model

Viterbi algorithm

Pattern recognition (psychology)

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