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probability oriented framework for separation and recognition of electroencephalogram

Research Project

Project/Area Number 26820152
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Measurement engineering
Research InstitutionUniversity of Tsukuba

Principal Investigator

Miyabe Shigeki  筑波大学, システム情報系, 助教 (50598745)

Project Period (FY) 2014-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2015: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2014: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords多チャネル信号処理 / 最尤推定 / 相関係数 / ウィシャート分布 / 仲上m分布 / 連続多変量分布 / 相互相関 / 多変量分布 / 正規分布 / スチューデントt分布
Outline of Final Research Achievements

We originally planned to study statistical multichannel signal processing for electroencephalogram, but we changed the research plan and focused on the fundamental analysis method, and studied estimation problem with complex multivariate probabilistic distribution. We proposed a statistical approach to estimate correlation coefficient between two complex signal channels under the condition where the phases are unobservable. As a byproduct of this research, we found a maximum likelihood parameter estimation algorithm for bivariate Nakagami-m distribution and Kibble's bivariate gamma distribution. We also proposed maximum likelihood estimation algorithm for Wishart distribution, which is a conjugate prior of multivariate distributions.

Report

(3 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • Research Products

    (7 results)

All 2016 2015 2014 Other

All Int'l Joint Research (1 results) Journal Article (3 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 1 results,  Acknowledgement Compliant: 1 results) Presentation (3 results) (of which Int'l Joint Research: 1 results)

  • [Int'l Joint Research] Georgia Institute of Technology(米国)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] An extension of MUSIC exploiting higher-order moments via nonlinear mapping2016

    • Author(s)
      Yuya Sugimoto, Shigeki Miyabe, Takeshi Yamada, Shoji Makino, and Biing-Hwang Juang
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences

      Volume: 6 Pages: 1152-1162

    • NAID

      130005154237

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] 2つの優ガウス性複素信号の位相観測を用いない相関係数推定2015

    • Author(s)
      宮部滋樹、小野順貴、牧野昭二
    • Journal Title

      電子情報通信学会技術報告

      Volume: EA2014-75 Pages: 19-24

    • Related Report
      2014 Research-status Report
  • [Journal Article] 絶対値の観測のみを用いた2つの複素信号の相関係数推定2014

    • Author(s)
      宮部滋樹、小野順貴、牧野昭二
    • Journal Title

      日本音響学会研究発表会講演論文集

      Volume: 秋季 Pages: 735-738

    • NAID

      40020196882

    • Related Report
      2014 Research-status Report
  • [Presentation] Estimating correlation coefficient between two complex signals without phase observation2015

    • Author(s)
      Shigeki Miyabe, Nobutaka Ono and Shoji Makino
    • Organizer
      12th International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA 2015)
    • Place of Presentation
      チェコ共和国 Technical University of Liberec
    • Year and Date
      2015-08-25
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 2つの優ガウス性複素信号の位相観測を用いない相関係数推定2015

    • Author(s)
      宮部滋樹、小野順貴、牧野昭二
    • Organizer
      電子情報通信学会応用音響研究会
    • Place of Presentation
      南の美ら花ホテルミヤヒラ(沖縄県)
    • Year and Date
      2015-03-02 – 2015-03-03
    • Related Report
      2014 Research-status Report
  • [Presentation] 絶対値の観測のみを用いた2つの複素信号の相関係数推定2014

    • Author(s)
      宮部滋樹、小野順貴、牧野昭二
    • Organizer
      日本音響学会2014年秋季研究発表会
    • Place of Presentation
      中央大学後楽園キャンパス(東京都)
    • Year and Date
      2014-09-03 – 2014-09-05
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2022-01-27  

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