A method for finding a maximally representative graph structure for the acoustic events associated to linguistic units is presented. The method consists in a three-stage Dynamic Programming technique, applied to sets of acoustic label sequences collected for linguistic units, and obtained by Viterbi alignment of the incoming speech against the states of an Ergodic HMM. These sequences are first aligned in between them, and then collapsed into a reduced trellis. The trellis is then repeatedly explored by a second DP procedure which selects a list of the more probable sequences. Finally, a third algorithm is utilized for dynamically build ah HMM network.

Some experiments on the HMM Structure Inference / Falaschi, Alessandro; P., Pierucci. - STAMPA. - (1990), pp. 1375-1378. (Intervento presentato al convegno Proceedings of Eusipco-90, Fifth European Signal Processing Conference tenutosi a Barcelona nel settembre 1990).

Some experiments on the HMM Structure Inference

FALASCHI, Alessandro;
1990

Abstract

A method for finding a maximally representative graph structure for the acoustic events associated to linguistic units is presented. The method consists in a three-stage Dynamic Programming technique, applied to sets of acoustic label sequences collected for linguistic units, and obtained by Viterbi alignment of the incoming speech against the states of an Ergodic HMM. These sequences are first aligned in between them, and then collapsed into a reduced trellis. The trellis is then repeatedly explored by a second DP procedure which selects a list of the more probable sequences. Finally, a third algorithm is utilized for dynamically build ah HMM network.
1990
9780444886361
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/496190
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