DocumentCode :
672859
Title :
Context-dependent labels for an HMM-based speech synthesis system for Malay HMM-based speech synthesis system for Malay
Author :
Mustafa, Mumtaz Begum ; Don, Zuraidah M. ; Knowles, Gerry
Author_Institution :
Dept. of Software Eng., Univ. of Malaya, Kuala Lumpur, Malaysia
fYear :
2013
fDate :
25-27 Nov. 2013
Firstpage :
1
Lastpage :
4
Abstract :
In a Hidden Markov Model-based speech synthesis system, an arbitrary text input has to be converted to context-dependent labels before it can be synthesized. This research proposes the development of a context-dependent label generating module for Malay, an under-resourced language with no available system to generate context-dependent labels. We have developed a grapheme-to-phoneme database and identified the contextual factors of Malay to generate the context-dependent labels for synthesizing Malay speech using an HMM-based speech synthesis system. We assessed the effectiveness of the generating module through intelligibility and naturalness evaluation of the synthetic utterances and these confirm the effectiveness of the proposed generating module. The high scores of intelligibility and naturalness indicate the accuracy of the synthesis labels generated by the generating module for any text input.
Keywords :
hidden Markov models; natural language processing; speech intelligibility; speech synthesis; text analysis; HMM-based speech synthesis system; Malay speech synthesis; arbitrary text input; context-dependent label generating module; contextual factors; grapheme-to-phoneme database; hidden Markov model-based speech synthesis system; intelligibility evaluation; naturalness evaluation; synthesis label generating module; synthetic utterances; under-resourced language; Context; Databases; Hidden Markov models; Speech; Speech synthesis; Stress; Training; HMM-based speech synthesis; Malay; context-dependent label; under-resourced language;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Oriental COCOSDA held jointly with 2013 Conference on Asian Spoken Language Research and Evaluation (O-COCOSDA/CASLRE), 2013 International Conference
Conference_Location :
Gurgaon
Type :
conf
DOI :
10.1109/ICSDA.2013.6709884
Filename :
6709884
Link To Document :
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