Acoustic Pronunciation Variations Modeling for Standard Malay Speech Recognition
This paper presents different methods of handling pronunciation variations in Standard Malay (SM) speech recognition. Pronunciation variation can be handled by explicitly modifying the knowledge sources or improving the decoding method. Two types of pronunciation variations are defined, namely, co...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
2008
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| Online Access: | http://psasir.upm.edu.my/id/eprint/7628/ |
| _version_ | 1848840649002975232 |
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| author | Seman, Noraini Jusoff, Kamaruzaman |
| author_facet | Seman, Noraini Jusoff, Kamaruzaman |
| author_sort | Seman, Noraini |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | This paper presents different methods of handling pronunciation variations in Standard Malay (SM) speech recognition.
Pronunciation variation can be handled by explicitly modifying the knowledge sources or improving the decoding
method. Two types of pronunciation variations are defined, namely, complete or phone changes and partial or sound
changes. Complete or phone change means that one phoneme is realized as another phoneme. Meanwhile, a partial or
sound change happens when the acoustic realization is ambiguous between two phonemes. Complete or phone changes
can be handled by constructing a pronunciation variation dictionary to include alternative pronunciations at the lexical
level or dynamically expanding the search space to include those pronunciation variants. Sound or partial changes can
be handled by adjusting the acoustic models through sharing or adaptation of the Gaussian mixture components.
Experimental results show that the use of a pronunciation variation dictionary and the method of dynamic search space
expansion can improve speech recognition performance substantially. The methods of acoustic model refinement were
found to be relatively less effective in our experiments. |
| first_indexed | 2025-11-15T07:30:42Z |
| format | Article |
| id | upm-7628 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T07:30:42Z |
| publishDate | 2008 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-76282010-08-03T06:44:12Z http://psasir.upm.edu.my/id/eprint/7628/ Acoustic Pronunciation Variations Modeling for Standard Malay Speech Recognition Seman, Noraini Jusoff, Kamaruzaman This paper presents different methods of handling pronunciation variations in Standard Malay (SM) speech recognition. Pronunciation variation can be handled by explicitly modifying the knowledge sources or improving the decoding method. Two types of pronunciation variations are defined, namely, complete or phone changes and partial or sound changes. Complete or phone change means that one phoneme is realized as another phoneme. Meanwhile, a partial or sound change happens when the acoustic realization is ambiguous between two phonemes. Complete or phone changes can be handled by constructing a pronunciation variation dictionary to include alternative pronunciations at the lexical level or dynamically expanding the search space to include those pronunciation variants. Sound or partial changes can be handled by adjusting the acoustic models through sharing or adaptation of the Gaussian mixture components. Experimental results show that the use of a pronunciation variation dictionary and the method of dynamic search space expansion can improve speech recognition performance substantially. The methods of acoustic model refinement were found to be relatively less effective in our experiments. 2008 Article PeerReviewed Seman, Noraini and Jusoff, Kamaruzaman (2008) Acoustic Pronunciation Variations Modeling for Standard Malay Speech Recognition. Computer and Information Science, 1 (4). pp. 112-120. ISSN 1913-8989 http://ccsenet.org/journal/index.php/cis/article/view/1157 English |
| spellingShingle | Seman, Noraini Jusoff, Kamaruzaman Acoustic Pronunciation Variations Modeling for Standard Malay Speech Recognition |
| title | Acoustic Pronunciation Variations Modeling for Standard
Malay Speech Recognition |
| title_full | Acoustic Pronunciation Variations Modeling for Standard
Malay Speech Recognition |
| title_fullStr | Acoustic Pronunciation Variations Modeling for Standard
Malay Speech Recognition |
| title_full_unstemmed | Acoustic Pronunciation Variations Modeling for Standard
Malay Speech Recognition |
| title_short | Acoustic Pronunciation Variations Modeling for Standard
Malay Speech Recognition |
| title_sort | acoustic pronunciation variations modeling for standard
malay speech recognition |
| url | http://psasir.upm.edu.my/id/eprint/7628/ http://psasir.upm.edu.my/id/eprint/7628/ |