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Malay word pronunciation application for pre-school children using vowel recognition

Mohd Yusof, Shahrul Azmi (2015) Malay word pronunciation application for pre-school children using vowel recognition. In: 2015 8th International Conference on u- and e- Service, Science and Technology (UNESST), 25-28 Nov. 2015, International Center, Jeju National University, Jeju Island, Korea.

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Abstract

In Malaysia, many researchers focus on developing independent speaker speech recognition systems that use Malay Language or Bahasa Malaysia. Accuracy, noise robustness and processing time are concerns when developing speech therapy systems especially for children. In this study, a Malay word pronunciation test application is developed using Spectrum Delta (SPD) features and Logistic Regression classification model in an effort to improve Malay word pronunciation for pre-school children aged between 3-6 years old.Based on the 6 vowel classification rate, vowel /i/ were found to achieved the highest classification rate of 98.33% and vowel /o/ achieved the worst with 92.29%. Overall classification rate obtained was 95.11%. Results showed that the pronunciation application can assist children to improve their Malay word pronunciation. Vowel /i/, /e/, /o/ and /u/ are often mispronounced due to pronunciation habits.

Item Type: Conference or Workshop Item (Paper)
Additional Information: INSPEC Accession Number: 15857924
Uncontrolled Keywords: Speech recognition, Speech, Medical treatment, Logistics, Training, Speech processing, Feature extraction
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Divisions: School of Computing
Depositing User: Dr. Shahrul Azmi Mohd. Yusof
Date Deposited: 16 Jan 2017 08:40
Last Modified: 16 Jan 2017 08:40
URI: https://repo.uum.edu.my/id/eprint/20613

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