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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Main Authors: Mazenan, Mohd Nizam, Tan, Tian Swee, Tan , Hui Ru, Azhim, Azran
Format: Article
Language:English
Published: Science Publication 2015
Subjects:
Online Access: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
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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
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
topic R Medicine (General)
RA Public aspects of medicine
RM695 Physical medicine. Physical therapy
RZ Other systems of medicine
TP248.13 Biotechnology
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
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.
format Article
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
title 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_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_sort statistical parametric evaluation on new corpus design for malay speech articulation disorder early diagnosis
publisher Science Publication
publishDate 2015
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
first_indexed 2023-09-18T21:09:56Z
last_indexed 2023-09-18T21:09:56Z
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