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Searching new applications for ML-BEATS

Research Project

Project/Area Number 23650072
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionOsaka Institute of Technology (2012)
The University of Tokushima (2011)

Principal Investigator

SUZUKI Motoyuki  大阪工業大学, 情報科学部, 准教授 (30282015)

Research Collaborator MIFUNE Masaki  徳島大学, 大学院・先端技術科学教育部, 博士前期課程2年
Project Period (FY) 2011 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Fiscal Year 2012: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2011: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords知識発見とデータマイニング / 話者識別 / ML-BEATS法 / ML-BEATS / モデル化 / 時系列解析 / 音声符号化
Research Abstract

In this study, we have applied the ML-BEATS method to two research fields, constructing a new speaker model and a new speech coding system based on speech recognition and synthesis. Experimental results showed that the new speaker model gave higher performance than conventional models when a few training samples can be used. On the other hand, we could not evaluate sufficiently a performance of a new speech coding system because of delay of implementation of ML-BEATS method.

Report

(3 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Research-status Report
  • Research Products

    (10 results)

All 2012 2011 Other

All Journal Article (4 results) (of which Peer Reviewed: 3 results) Presentation (6 results)

  • [Journal Article] Prosodic feature normalization for emotion recognition by using synthesized speech2012

    • Author(s)
      Motoyuki Suzuki, Shohei Nakagawa, and Kenji Kita.
    • Journal Title

      Proc.16th Annual Conference on Knowledge-Based and Intelligent Information & Engineering Systems

      Pages: 306-313

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Prosodic feature normalization for emotion recognition by using synthesized speech2012

    • Author(s)
      Motoyuki Suzuki, Shohei Nakagawa, and Kenji Kita
    • Journal Title

      Proc. 16th Annual Conference on Knowledge-Based and Intelligent Information & Engineering Systems

      Volume: 1 Pages: 306-313

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A novel emotion recognizer from speech using both prosodic and linguistic features2011

    • Author(s)
      Motoyuki Suzuki, Seiji Tsuchiya, and Fuji Ren.
    • Journal Title

      Proc. 15th Annual Conference on Knowledge-Based and Intelligent Information & Engineering Systems

      Volume: Vol.I Pages: 456-465

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] クラスタリングに基づくGMM学習法による話者のモデル構築2011

    • Author(s)
      御船正樹,鈴木基之,任福継,北研二
    • Journal Title

      電子情報通信学会音声研究会資料

      Volume: SP2011-42

    • Related Report
      2012 Final Research Report
  • [Presentation] Prosodic feature normalization for emotion recognition by using synthesized speech2012

    • Author(s)
      Motoyuki Suzuki
    • Organizer
      16th Annual Conference on Knowledge-Based and Intelligent Information & Engineering Systems
    • Place of Presentation
      サンセバスチャン(スペイン)
    • Year and Date
      2012-09-10
    • Related Report
      2012 Final Research Report
  • [Presentation] A novel emotion recognizer from speech using both prosodic and linguistic features2011

    • Author(s)
      Motoyuki Suzuki
    • Organizer
      15th Annual Conference on Knowledge-Based and Intelligent Information & Engineering Systems
    • Place of Presentation
      カイザースラウテルン(ドイツ)
    • Year and Date
      2011-09-13
    • Related Report
      2012 Final Research Report
  • [Presentation] クラスタリングに基づくGMM学習法による話者のモデル構築2011

    • Author(s)
      御船正樹
    • Organizer
      電子情報通信学会音声研究会
    • Place of Presentation
      札幌市
    • Year and Date
      2011-07-21
    • Related Report
      2012 Final Research Report
  • [Presentation] クラスタリングに基づくGMM学習法による話者のモデル構築2011

    • Author(s)
      御船正樹, 鈴木基之, 任 福継, 北 研二
    • Organizer
      電子情報通信学会 音声研究会
    • Place of Presentation
      定山渓グランドホテル瑞苑(札幌市)
    • Related Report
      2011 Research-status Report
  • [Presentation] A Novel Emotion Recognizer from Speech using both Prosodic and Linguistic Features2011

    • Author(s)
      Motoyuki Suzuki, Seiji Tsuchiya, and Fuji Ren
    • Organizer
      15th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems
    • Place of Presentation
      カイザースラウテルン(ドイツ)
    • Related Report
      2011 Research-status Report
  • [Presentation] Prosodic feature normalization for emotion recognition by using synthesized speech

    • Author(s)
      Motoyuki Suzuki
    • Organizer
      16th Annual Conference on Knowledge-Based and Intelligent Information & Engineering Systems
    • Place of Presentation
      サンセバスチャン(スペイン)
    • Related Report
      2012 Annual Research Report

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Published: 2011-08-05   Modified: 2019-07-29  

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