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

Research Project

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
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥2,743,000 (Direct Cost: ¥2,110,000、Indirect Cost: ¥633,000)
Fiscal Year 2009: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2008: ¥1,443,000 (Direct Cost: ¥1,110,000、Indirect Cost: ¥333,000)
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 / 能動的音楽鑑賞 / 音楽鑑賞
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.

Report

(3 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • Research Products

    (9 results)

All 2010 2009 2008 Other

All Presentation (7 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
    • Related Report
      2009 Final Research Report
  • [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
    • Related Report
      2009 Final Research Report
  • [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
    • Related Report
      2009 Final Research Report
  • [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
      神戸
    • Year and Date
      2009-10-28
    • Related Report
      2009 Annual Research Report
  • [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
    • Related Report
      2009 Annual Research Report 2009 Final Research Report
  • [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
    • Related Report
      2009 Final Research Report
  • [Presentation] Hybrid Recommender: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
    • 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
      神戸市
    • Year and Date
      2008-11-27
    • Related Report
      2008 Annual Research Report
  • [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
    • Related Report
      2009 Final Research Report
  • [Remarks] 吉井和佳(研究代表者)ホームページ

    • URL

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

    • Related Report
      2009 Final Research Report

URL: 

Published: 2008-04-01   Modified: 2016-04-21  

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