Symbolic speaker adaptation for pronunciation modeling

Lee, Kyung-Tak; Melnar, Lynette; Talley, Jim
PMLA 2002, ISCA Tutorial and Research Workshop on Pronunciation Modeling and Lexicon Adaptation, September 14-15, 2002, Colorado, USA

This paper presents a method of modeling a speaker's pronunciation of a given language as a blend of "standard" speech and other non-standard speech varieties (regional dialects
and foreign accented pronunciation styles) by way of speaker-dependent modification of a lexicon. In this system, a lexicon of Standard American English (SAE) forms, the "canonical" lexicon, is filtered and transformed via a group of speech variety (SV) dependent rule sets into a speaker specific set of pronunciation variants (and associated probabilities) for use during recognition. The relative importance of these rule sets depends on the speaker's pronunciation characteristics and is represented by a Speech Variety Profile (SVP) associated with each speaker. A speaker's individual SVP is acquired through feedback from an adaptation process. Convergence to a speaker's SVP represents adaptation of the lexicon (symbolic adaptation) to those SV specific forms that speaker is likely to utter.


Type:
Conférence
City:
Colorado
Date:
2002-09-14
Department:
Sécurité numérique
Eurecom Ref:
1026
Copyright:
© ISCA. Personal use of this material is permitted. The definitive version of this paper was published in PMLA 2002, ISCA Tutorial and Research Workshop on Pronunciation Modeling and Lexicon Adaptation, September 14-15, 2002, Colorado, USA and is available at :
See also:

PERMALINK : https://www.eurecom.fr/publication/1026