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Thai musical instrument recognition and classification using C5.0 algorithm |
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| รหัสดีโอไอ | |
| Creator | 1. Parinya Thongkam 2. Wanida Kanarkard 3. Kittiphong Meesawat 4. Wiroj Taweepworadej |
| Title | Thai musical instrument recognition and classification using C5.0 algorithm |
| Publisher | Faculty of Engineering, Khon Kaen Univeristy |
| Publication Year | 2555 |
| Journal Title | KKU Engineering Journal |
| Journal Vol. | 39 |
| Journal No. | 1 |
| Page no. | 85-93 |
| Keyword | C5.0 Algorithm,Data classification,Thai musical instruments |
| ISSN | 0125-8573 |
| Abstract | This paper proposes the machine learning for the recognition and classification of Thai musical instruments. A set of features extracted from 9 Thai musical instruments are investigated for content-based classification of musical instrument timbres. The Linear Prediction Coding is used to produce simple matrices from complex sound waveforms for instrument recognition. These matrices are presented to a recognition model of C5.0 algorithm. A thorough evaluation of the resulting performances and comparative analysis with SVM and Back Propagation Model is presented. A C5.0 model shows an accuracy rate of 99.77% outperforms the other two models due to its robustness, time-efficient and flexibility of modeling algorithm |
