Please use this identifier to cite or link to this item: http://dspace.aiub.edu:8080/jspui/handle/123456789/1906
Title: Genre of Bangla Music: A Machine Classification Learning Approach
Authors: Bhowmik, Abhijit
Chowdhury, AZM Ehtesham
Keywords: audio classification
music information retrieval
musical genre classification
musical instrument recognition
support vector machine
temporal feature integration
Issue Date: 31-Aug-2019
Publisher: AIUB Office of Research and Publication (ORP)
Citation: 4
Series/Report no.: Vol:18, Issue: 02;
Abstract: The necessity for designing autonomous indexing tools to establish expressive and efficient means of describing musical media content is well recognized. Music genre classification systems are significant to manage and use music databases. This research paper proposes an enhanced method to automatically classify music into different genre using a machine learning approach and presents the insight and results of the application of the proposed scheme to the classification of a large set of The Bangla music content, a South-East Asian language rich with a variety of music genres developed over many centuries. Building upon musical feature extraction and decision making techniques, we propose new features and procedures to achieve enhanced accuracy. We demonstrate the efficacy of the proposed method by extracting features from a dataset of hundreds of The Bangla music pieces and testing the automatic classification decisions. This is the first development of an automated classification technique applied specifically to the Bangla music to the best of our knowledge, while the superior accuracy of the method makes it universally applicable
URI: http://dspace.aiub.edu:8080/jspui/handle/123456789/1906
ISSN: ISSN: 1608 – 3679 (print) 2520 – 4890 (Online)
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