Estimating tonal prosodic discontinuities in Spanish using HMM
Author | dc.contributor.author | Bassi Acuña, Alejandro | |
Author | dc.contributor.author | Becerra Yoma, Néstor | es_CL |
Author | dc.contributor.author | Loncomilla, Patricio | es_CL |
Admission date | dc.date.accessioned | 2008-12-10T10:04:18Z | |
Available date | dc.date.available | 2008-12-10T10:04:18Z | |
Publication date | dc.date.issued | 2006-09 | |
Cita de ítem | dc.identifier.citation | SPEECH COMMUNICATION Volume: 48 Issue: 9 Pages: 1112-1125 Published: SEP 2006 | en |
Identifier | dc.identifier.issn | 0167-6393 | |
Identifier | dc.identifier.uri | https://repositorio.uchile.cl/handle/2250/124755 | |
Abstract | dc.description.abstract | The tonal prosodic discontinuity estimation in Spanish is exhaustively modelled using HMM. Due to the high morphological complexity in Spanish, a relatively coarse grammatical categorization is tested in two sorts of texts (sentences from newspapers and a theatre play). The estimation of the type of discontinuity (falling or rising tones) at the boundary of intonation groups is assessed. The HMM approach is tested with: (a) modelling the observation probability with monograms, bigrams and full-window probability; (b) state duration modelling; (c) discriminative analysis of intermediate and final observation vectors and (d) penalization scheme in Viterbi decoding. The optimal configurations led to reductions of 3% or 5% in error detection. The estimation of the observation probability with monograms and bigrants leads to worse results than the ordinary full-window probability, although they provide better generalization. Nevertheless, the performance of the monograms and bigrams approximation can be enhanced if applied in combination with state duration constraints. | en |
Lenguage | dc.language.iso | en | en |
Publisher | dc.publisher | ELSEVIER | en |
Keywords | dc.subject | SPEECH | en |
Título | dc.title | Estimating tonal prosodic discontinuities in Spanish using HMM | en |
Document type | dc.type | Artículo de revista |
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