Feature space modification for content-based music retrieval based on user preferences

Keiichiro Hoashi, Kazunori Matsumoto, Fumiaki Sugaya, Hiromi Ishizaki, Jiro Katto

    研究成果: Conference contribution

    4 引用 (Scopus)

    抄録

    This paper proposes a feature space modification method for feature extraction of music, which is effective for the development of a content-based music information retrieval (MIR) system based on user preferences. The proposed method conducts clustering of all songs in the music collection, and utilizes the resulting cluster IDs as training data for feature space modification, and is capable to automatically generate a feature space which is suitable to the content of any music collection. Experiment results prove that the proposed method improves accuracy of user preference based MIR.

    元の言語English
    ホスト出版物のタイトルICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
    5
    出版物ステータスPublished - 2006
    イベント2006 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2006 - Toulouse
    継続期間: 2006 5 142006 5 19

    Other

    Other2006 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2006
    Toulouse
    期間06/5/1406/5/19

    Fingerprint

    Computer music
    Information retrieval systems
    music
    Information retrieval
    retrieval
    Feature extraction
    information retrieval
    Experiments
    pattern recognition
    education

    ASJC Scopus subject areas

    • Electrical and Electronic Engineering
    • Signal Processing
    • Acoustics and Ultrasonics

    これを引用

    Hoashi, K., Matsumoto, K., Sugaya, F., Ishizaki, H., & Katto, J. (2006). Feature space modification for content-based music retrieval based on user preferences. : ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings (巻 5). [1661326]

    Feature space modification for content-based music retrieval based on user preferences. / Hoashi, Keiichiro; Matsumoto, Kazunori; Sugaya, Fumiaki; Ishizaki, Hiromi; Katto, Jiro.

    ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 巻 5 2006. 1661326.

    研究成果: Conference contribution

    Hoashi, K, Matsumoto, K, Sugaya, F, Ishizaki, H & Katto, J 2006, Feature space modification for content-based music retrieval based on user preferences. : ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 巻. 5, 1661326, 2006 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2006, Toulouse, 06/5/14.
    Hoashi K, Matsumoto K, Sugaya F, Ishizaki H, Katto J. Feature space modification for content-based music retrieval based on user preferences. : ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 巻 5. 2006. 1661326
    Hoashi, Keiichiro ; Matsumoto, Kazunori ; Sugaya, Fumiaki ; Ishizaki, Hiromi ; Katto, Jiro. / Feature space modification for content-based music retrieval based on user preferences. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 巻 5 2006.
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