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Merged-Output Hidden Markov Model and Its Applications in Music Information Processing

Research Project

Project/Area Number 25880029
Research Category

Grant-in-Aid for Research Activity Start-up

Allocation TypeSingle-year Grants
Research Field Intelligent robotics
Research InstitutionMeiji University (2014)
National Institute of Informatics (2013)

Principal Investigator

NAKAMURA Eita  明治大学, 研究・知財戦略機構, 研究推進員(ポスト・ドクター) (10707574)

Research Collaborator SAGAYAMA Shigeki  明治大学, 総合数理学部, 教授 (00303321)
ONO Nobutaka  国立情報学研究所, 情報学プリンシプル研究系, 准教授 (80334259)
WATANABE Kenji  東京藝術大学, 音楽学部, 教授
Project Period (FY) 2013-08-30 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords出力合流隠れマルコフモデル / 統計的音楽モデル / 統計的演奏モデル / 自動伴奏 / 自動採譜 / ピアノ運指 / 自動編曲 / 音楽情報処理
Outline of Final Research Achievements

A statistical model that describes music phenomena with multiple musical instruments and voice parts, named merged-output hidden Markov model (HMM), is constructed and applied to music information processing. The model is constructed by merging the outputs from multiple HMMs, each of which corresponds to one instrument or one voice part. Efficient inference algorithms for the model are derived. The model is applied to music processing tasks including automatic music accompaniment, music transcription, piano fingering optimisation, voice part separation, and automatic piano arrangement, yielding processing techniques with higher performance than conventional methods.

Report

(3 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Annual Research Report
  • Research Products

    (5 results)

All 2014 Other

All Presentation (5 results) (of which Invited: 1 results)

  • [Presentation] Merged-output HMM for piano fingering of both hands2014

    • Author(s)
      Eita Nakamura, Nobutaka Ono, Shigeki Sagayama
    • Organizer
      The 15th International Society of Music Information Retrieval Conference
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2014-10-27 – 2014-10-31
    • Related Report
      2014 Annual Research Report
  • [Presentation] Merged-output hidden Markov model for score following of MIDI performance with ornaments, desynchronized voices, repeats and skips2014

    • Author(s)
      Eita Nakamura, Yasuyuki Saito, Nobutaka Ono, Shigeki Sagayama
    • Organizer
      Joint Conference International Computer Music Conference and Sound and Music Computing Conference
    • Place of Presentation
      Athens, Greece
    • Year and Date
      2014-09-14 – 2014-09-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] 出力合流隠れマルコフモデルに基づく多声部音楽のリズム採譜2014

    • Author(s)
      中村栄太, 小野順貴, 嵯峨山茂樹
    • Organizer
      第104回情報処理学会音楽情報科学研究会
    • Place of Presentation
      京都
    • Year and Date
      2014-08-25 – 2014-08-27
    • Related Report
      2014 Annual Research Report
  • [Presentation] Automatic music accompaniment allowing errors and arbitrary repeats and jumps2014

    • Author(s)
      Shigeki Sagayama, Tomohiko Nakamura, Eita Nakamura, Yasuyuki Saito, Hirokazu Kameoka, Nobutaka Ono
    • Organizer
      167th meeting of Acoustical Society of America
    • Place of Presentation
      Providence, RI
    • Year and Date
      2014-05-05 – 2014-05-09
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] ピアノの両手運指モデルによる合奏曲のピアノ用自動編曲手法

    • Author(s)
      中村栄太、小野順貴、嵯峨山茂樹
    • Organizer
      第101回 情報処理学会 音楽情報科学研究会
    • Place of Presentation
      九州大学
    • Related Report
      2013 Annual Research Report

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Published: 2013-09-12   Modified: 2019-07-29  

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