Arfiveyina Armidale (2022) Web-based speech recognition system for Kadazan language. Universiti Malaysia Sabah. (Unpublished)
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WEB-BASED SPEECH RECOGNITION SYSTEM FOR KADAZAN LANGUAGE.24pages.pdf Download (273kB) |
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Abstract
Because Kadazan speech contains unique traits not seen in other languages, there is currently no system that provides common information and tools for Kadazan speech recognition. In this study, the implementation of Mel Frequency Cepstral Coefficient (MFCC) and Neural Network is explored as a method for the proposed system which is a Web-Based speech Recognition System for Kadazan Language. The objectives of this project are 1) to prepare the requirement and analysis for the Kadazan language speech recognition web-based system, 2) to develop the web-based application for the Kadazan language speech recognition system, and 3) to evaluate Kadazan language speech recognition and functionality of the web-based application. The prototype contains 10 keywords that are used to decide how the users pronounce each of the keywords. The speech recognition technology is incorporated into a web-based system using PHP and Python after extraction, training, and test of the data complete, to create the working implementation that can detect the user's pronunciation accuracy. The output from this project is the system is sometimes unable to predict the words spoken but still gives accuracy. The finding in this project is the MFCC and Neural Network are good feature extraction and classifier. However, to approach the limitation in this project, different feature extraction approaches and the study of additional classifiers, as well as researching by training the model with a larger dataset and using word phonemes are needed.
| Item Type: | Academic Exercise |
|---|---|
| Keyword: | Speech , Recognition system , Kadazan language |
| Subjects: | P Language and Literature > PL Languages and literatures of Eastern Asia, Africa, Oceania > PL1-8844 Languages of Eastern Asia, Africa, Oceania > PL5001-7511 Languages of Oceania > PL5001-7101 Austronesian, Papuan, and Australian languages > PL5051-5497 Malayan (Indonesian) languages Q Science > QA Mathematics > QA1-939 Mathematics > QA71-90 Instruments and machines > QA75.5-76.95 Electronic computers. Computer science > QA76.75-76.765 Computer software |
| Department: | FACULTY > Faculty of Computing and Informatics |
| Depositing User: | DG MASNIAH AHMAD - |
| Date Deposited: | 18 Jul 2022 12:22 |
| Last Modified: | 18 Jul 2022 12:22 |
| URI: | https://eprints.ums.edu.my/id/eprint/33269 |
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