Statistical parametric evaluation on new corpus design for Malay speech articulation disorder early diagnosis
Speech-to-Text or always been known as speech recognition plays an important role nowadays especially in medical area specifically in speech impairment. In this study, a Malay language speech-to-Text system was been designed by using Hidden Markov Model (HMM) as a statistical engine with emphasizing...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Science Publications
2015
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| Online Access: | http://eprints.utm.my/56134/1/MohdNizamNazenan2015_StatisticalParametricEvaluationonNewCorpus.pdf |
| _version_ | 1796860329060204544 |
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| author | Mazenan, Mohd. Nizam Tan, Tian Swee Tan, Hui Ru Azhim, Azran |
| author_facet | Mazenan, Mohd. Nizam Tan, Tian Swee Tan, Hui Ru Azhim, Azran |
| author_sort | Mazenan, Mohd. Nizam |
| collection | ePrints |
| description | Speech-to-Text or always been known as speech recognition plays an important role nowadays especially in medical area specifically in speech impairment. In this study, a Malay language speech-to-Text system was been designed by using Hidden Markov Model (HMM) as a statistical engine with emphasizing the way of Malay speech corpus design specifically for Malay articulation speech disorder. This study also describes and tests the correct number of state to analyze the changes in the performance of current Malay speech recognition in term of recognition accuracy. Statistical parametric representation method was utilized in this study and the Malay corpus database was constructed to be balanced with all the phonetic placed and manner of articulation sample appeared in Malay speech articulation therapy. The results were achieved by conducting few experiments by collecting sample from 80 patient speakers (child and adult) and contain for almost 30,720 sample training data. |
| first_indexed | 2024-03-05T19:39:44Z |
| format | Article |
| id | utm.eprints-56134 |
| institution | Universiti Teknologi Malaysia - ePrints |
| language | English |
| last_indexed | 2024-03-05T19:39:44Z |
| publishDate | 2015 |
| publisher | Science Publications |
| record_format | dspace |
| spelling | utm.eprints-561342017-09-14T06:35:12Z http://eprints.utm.my/56134/ Statistical parametric evaluation on new corpus design for Malay speech articulation disorder early diagnosis Mazenan, Mohd. Nizam Tan, Tian Swee Tan, Hui Ru Azhim, Azran R Medicine (General) Speech-to-Text or always been known as speech recognition plays an important role nowadays especially in medical area specifically in speech impairment. In this study, a Malay language speech-to-Text system was been designed by using Hidden Markov Model (HMM) as a statistical engine with emphasizing the way of Malay speech corpus design specifically for Malay articulation speech disorder. This study also describes and tests the correct number of state to analyze the changes in the performance of current Malay speech recognition in term of recognition accuracy. Statistical parametric representation method was utilized in this study and the Malay corpus database was constructed to be balanced with all the phonetic placed and manner of articulation sample appeared in Malay speech articulation therapy. The results were achieved by conducting few experiments by collecting sample from 80 patient speakers (child and adult) and contain for almost 30,720 sample training data. Science Publications 2015-08-04 Article PeerReviewed application/pdf en http://eprints.utm.my/56134/1/MohdNizamNazenan2015_StatisticalParametricEvaluationonNewCorpus.pdf Mazenan, Mohd. Nizam and Tan, Tian Swee and Tan, Hui Ru and Azhim, Azran (2015) Statistical parametric evaluation on new corpus design for Malay speech articulation disorder early diagnosis. American Journal of Applied Sciences, 12 (7). pp. 452-462. ISSN 1546-9239 http://dx.doi.org/10.3844/ajassp.2015.452.462 DOI:10.3844/ajassp.2015.452.462 |
| spellingShingle | R Medicine (General) Mazenan, Mohd. Nizam Tan, Tian Swee Tan, Hui Ru Azhim, Azran Statistical parametric evaluation on new corpus design for Malay speech articulation disorder early diagnosis |
| title | Statistical parametric evaluation on new corpus design for Malay speech articulation disorder early diagnosis |
| title_full | Statistical parametric evaluation on new corpus design for Malay speech articulation disorder early diagnosis |
| title_fullStr | Statistical parametric evaluation on new corpus design for Malay speech articulation disorder early diagnosis |
| title_full_unstemmed | Statistical parametric evaluation on new corpus design for Malay speech articulation disorder early diagnosis |
| title_short | Statistical parametric evaluation on new corpus design for Malay speech articulation disorder early diagnosis |
| title_sort | statistical parametric evaluation on new corpus design for malay speech articulation disorder early diagnosis |
| topic | R Medicine (General) |
| url | http://eprints.utm.my/56134/1/MohdNizamNazenan2015_StatisticalParametricEvaluationonNewCorpus.pdf |
| work_keys_str_mv | AT mazenanmohdnizam statisticalparametricevaluationonnewcorpusdesignformalayspeecharticulationdisorderearlydiagnosis AT tantianswee statisticalparametricevaluationonnewcorpusdesignformalayspeecharticulationdisorderearlydiagnosis AT tanhuiru statisticalparametricevaluationonnewcorpusdesignformalayspeecharticulationdisorderearlydiagnosis AT azhimazran statisticalparametricevaluationonnewcorpusdesignformalayspeecharticulationdisorderearlydiagnosis |