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 emphasizin...
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| Format: | Article |
| Language: | English |
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Science Publication
2015
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| Online Access: | http://irep.iium.edu.my/49468/ http://irep.iium.edu.my/49468/1/Statistical_Parametric_Evaluation_on_New_Corpus_Design_for_Malay_Speech_Articulation_Disorder_Early_Diagnosis.pdf |
| _version_ | 1848783461311053824 |
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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 |
| building | IIUM Repository |
| collection | Online Access |
| 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 | 2025-11-14T16:21:43Z |
| format | Article |
| id | iium-49468 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T16:21:43Z |
| publishDate | 2015 |
| publisher | Science Publication |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-494682018-02-07T07:05:39Z http://irep.iium.edu.my/49468/ 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) RA Public aspects of medicine RM695 Physical medicine. Physical therapy RZ Other systems of medicine TP248.13 Biotechnology 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 Publication 2015 Article PeerReviewed application/pdf en http://irep.iium.edu.my/49468/1/Statistical_Parametric_Evaluation_on_New_Corpus_Design_for_Malay_Speech_Articulation_Disorder_Early_Diagnosis.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) RA Public aspects of medicine RM695 Physical medicine. Physical therapy RZ Other systems of medicine TP248.13 Biotechnology 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) RA Public aspects of medicine RM695 Physical medicine. Physical therapy RZ Other systems of medicine TP248.13 Biotechnology |
| url | http://irep.iium.edu.my/49468/ http://irep.iium.edu.my/49468/ http://irep.iium.edu.my/49468/ http://irep.iium.edu.my/49468/1/Statistical_Parametric_Evaluation_on_New_Corpus_Design_for_Malay_Speech_Articulation_Disorder_Early_Diagnosis.pdf |