TRADITIONAL MALAYSIAN MUSICAL GENRES CLASSIFICATION BASED ON THE ANALYSIS OF BEAT FEATURE IN AUDIO
DOI:
https://doi.org/10.33736/jita.57.2007Keywords:
Genre Classification, Feature Extraction, Beat Feature, Music Information Retrieval, Traditional Malaysian MusicAbstract
Interest on automated genre classification systems is growing following the increase in the number of musical digital data collections. Many of these systems have been researched and developed to classify Western musical genres such as pop, rock or classical. However, adapting these systems for the classification of Traditional Malay Musical (TMM) genres which includes Gamelan, Inang and Zapin, is difficult due to the differences in musical structures and modes. This study investigates the effects of various factors and audio feature set combinations towards the classification of TMM genres. Results from experiments conducted in several phases show that factors such as dataset size, track length and location¸ together with various combinations of audio feature sets comprising Short Time Fourier Transform (STFT), Mel-Frequency Cepstral Coefficients (MFCCs) and Beat Features affect classification. Based on parameters optimized for TMM genres, classification performances were evaluated against three groups of human subjects: experts, trained and untrained. Performances of both machine and human were shown to be comparable.References
Ang, M. 1998, 'A Layered Architectural Model for Music: Malaysian Music on the World Wide Web', Ph.D. dissertation: UPM, pp. 371.
https://doi.org/10.1017/S1355771898002039
Aucoturier, J., and Pachet, F. 1993, 'Representing Musical Genre: A State of the Art', Journal of New Music Research. vol. 32, no. 1, pp. 83-93.
https://doi.org/10.1076/jnmr.32.1.83.16801
Becker, J. 1968, 'The Percussive Patterns in the Music of Mainland Southeast Asia', Ethnomusicology, vol. 2, no. 2, pp. 173-191.
https://doi.org/10.2307/849928
Dannenberg, R., Foote, J., Tzanetakis, G. and Weare, C. 2001, 'Panel: New Directions in Music Information Retrieval.' In Proceedings of the 2001 International Computer Music Conference, International Computer Music Association, pp. 52-59.
Dixon, S. 1999. 'A Beat Tracking System for Audio Analysis', In Proceedings of the Diderot Forum on Mathematics and Music, Austrian Computer Society, pp. 101-110.
Kaminskyj, I. 2001, 'Multi-feature Musical Instrument Sound Classifier', Mikropolyphonie, WWW Journal, Melbourne, Australia, Vol.6.
Kosina, K. 2002, 'Music Genre Recognition', Diplome Thesis, Hagenberg University.
Li, T. and Tzanetakis, G. 2003, 'Factors in Automatic Musical Genre Classification of Audio Signals', IEEE Workshop on Applications of Signal Processing and Audio Acoustics, WASPAA 2003, pp. 143-146.
Lippens, S., Martens, J., Mulder, T. and Tzanetakis, G. 2004, 'A Comparison of Human and Automatic Musical Genre Classification', IEEE International Conference on Acoustic Speech and Signal Processing (ICASSP), Montreal, Canada.
Matusky, P. 1993, 'Malaysian Shadow Play and Music: Continuity of an Oral Tradition', Kuala Lumpur: Oxford University Press.
Mohd Ghouse Nasuruddin. 1992, 'The Malay Traditional Music', Kuala Lumpur: Dewan Bahasa dan Pustaka.
Musical Malaysia - An Educational Resource (web site) 2006, Available at: http://www.unitedcoopyorkshirebrassband.com
Nettl, B. 1993, 'Folk Music', Microsoft Encarta'94. Redmond, WA: Microsoft Corporation.
Norowi, N.M., Doraisamy, S. and Wirza, R. 2005, 'Factors Affecting Automatic Genre Classification: An Investigation Incorporating Non-Western Musical Forms', In Proceedings of the 6th International Conference on Music Information Retrieval (ISMIR 2005), pp. 13-21.
Pandya A.S. and Macy, R.B. 1996, 'Pattern Recognition with Neural Networks in C++', CRC Press.
Perrot, D. and Gjerdigen, R. 1999, 'Scanning the Dial: An Exploration of Factors in Identification of Musical Styles', In Proceedings of Society for Music Perception and Cognition. pp. 88 (abstract).
Shriver, R. 2000, 'Digital Stereo Recording of Traditional Malaysian Musical Instruments', Audio Engineering Society Convention Paper.
Suyoto, I. and Uitdenbogerd, A. 2004, 'Exploring Microtonal Matching', In Proceeding of 5th International Conference on Music Information Retrieval (ISMIR 2004).
Tzanetakis, G. and Cook, P. 2000, 'MARSYAS: A Framework for Audio Analysis', Organized Sound, Cambridge University Press, vol. 4, no.3.
https://doi.org/10.1017/S1355771800003071
Tzanetakis, G. and Cook, P. 2002, 'Musical Genre Classification of Audio Signals', IEEE Transactions on Speech and Audio Processing, vol. 10, no. 5.
https://doi.org/10.1109/TSA.2002.800560
Tzanetakis, G., Essl, G, and Cook, P. 2001, 'Automatic Musical Genre Classification of Audio Signals', In Proceeding of International Symposium of Music Information Retrieval (ISMIR).
Wieczorkowska, A. 2000, 'Towards Musical Data Classification via Wavelet Analysis', 12th International Symposium on Methodologies for Intelligent Systems, pp. 292-300.
https://doi.org/10.1007/3-540-39963-1_31
Witten, I. and Frank, E. 1999, 'Data Mining: Practical Machine Learning Tools and Techniques with Java Implementations', Morgan Kauffman Publisher.
Wold, E., Blum, T., Keislar, D. and Wheaton, J. 1996, 'Content-based Classification, Search, and Retrieval of Audio', IEEE Multimedia, vol.3, no.3, pp. 27-36.
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