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2009 Fiscal Year Final Research Report

Development of Social Networks based on Music Recommendation Techniques for Assisting Active Music Listening

Research Project

  • PDF
Project/Area Number 20800084
Research Category

Grant-in-Aid for Young Scientists (Start-up)

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionNational Institute of Advanced Industrial Science and Technology

Principal Investigator

YOSHII Kazuyoshi  National Institute of Advanced Industrial Science and Technology, 情報技術研究部門, 研究員 (20510001)

Project Period (FY) 2008 – 2009
Keywords音楽情報処理 / 音楽推薦 / 機械学習 / 確率モデル / WEBアプリケーション
Research Abstract

This research aims to develop techniques that can accurately recommend musical pieces to users at a low computational cost and enable users to actively control recommendation results through human-machine interaction. First, we have studied on automatic recognition of musical contents, which could be used for making recommendations. Consequently, we successfully developed a method that can accurately detect multiple fundamental frequencies from polyphonic musical audio signals, and significantly improved the accuracy of recommendations. Second, we have been working on development of social-network functions that enable users to selectively focus on musical contents in making recommendations and to discover other users who have the similar tastes. We implemented and examined a Web-based recommender system. Future work includes improvement of social networks and practical operations of the recommender system.

  • Research Products

    (7 results)

All 2010 2009 2008 Other

All Presentation (5 results) Book (1 results) Remarks (1 results)

  • [Presentation] Infinite Latent Harmonic Allocation: A Nonparametric Bayesian Approach to Multipitch Analysis2010

    • Author(s)
      Kazuyoshi Yoshii, Masataka Goto
    • Organizer
      11th International Society for Music Information Retrieval Conference (ISMIR)
    • Place of Presentation
      Utrecht
    • Year and Date
      20100800
  • [Presentation] 多重音基本周波数解析のための無限潜在的調波配分法2010

    • Author(s)
      吉井和佳, 後藤真孝
    • Organizer
      情報処理学会第86回音楽情報科学研究会
    • Place of Presentation
      つくば
    • Year and Date
      20100700
  • [Presentation] Continuous pLSI and Smoothing Techniques for Hybrid Music Recommendation2009

    • Author(s)
      Kazuyoshi Yoshii, Masataka Goto
    • Organizer
      10th International Society for Music Information Retrieval Conference (ISMIR)
    • Place of Presentation
      Kobe
    • Year and Date
      2009-10-28
  • [Presentation] 機械学習に基づく音楽情報処理2009

    • Author(s)
      吉井和佳
    • Organizer
      第12回情報論的学習理論ワークショップ(IBIS)
    • Place of Presentation
      福岡
    • Year and Date
      2009-10-20
  • [Presentation] HybridRecommender:安心感と意外性を兼ね備えた音楽推薦システム2008

    • Author(s)
      吉井和佳, 後藤真孝
    • Organizer
      インタラクティブシステムとソフトウェアに関するワークショップ(WISS)
    • Place of Presentation
      神戸
    • Year and Date
      2008-11-27
  • [Book] “音楽推薦システム, "情報処理学会学会誌2009

    • Author(s)
      吉井和佳, 後藤真孝
    • Total Pages
      751-755
  • [Remarks] 吉井和佳(研究代表者)ホームページ

    • URL

      http://staff.aist.go.jp/k.yoshii/

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Published: 2011-06-18   Modified: 2016-04-21  

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