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Collaborative Filtering and Genre Classification for Music Recommendation

  • Byun, Jeong-Yong (School of Computer Engineering, Dongguk University at Gyeongju) ;
  • Nasridinov, Aziz (School of Computer Engineering, Dongguk University at Gyeongju)
  • Published : 2014.11.05

Abstract

This short paper briefly describes the proposed music recommendation method that provides suitable music pieces to a listener depending on both listeners' ratings and content of music pieces. The proposed method consists of two methods. First, listeners' ratings prediction method is a combination the traditional user-based and item-based collaborative filtering methods. Second, genre classification method is a combination of feature extraction and classification procedures. The feature extraction step obtains audio signal information and stores it in data structure, while the second one classifies the music pieces into various genres using decision tree algorithm.

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