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Elucidation of change mechanism of electroencephalogram. An approach with model parameter estimation-

Research Project

Project/Area Number 21700480
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Biomedical engineering/Biological material science
Research InstitutionNational Institute of Information and Communications Technology

Principal Investigator

NARUSE Yasushi  独立行政法人情報通信研究機構, 未来ICT研究所脳情報通信研究室, 主任研究員 (00455453)

Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2011: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2010: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2009: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords脳波 / 脳磁界 / 自発活動 / 確率モデル / パラメータ推定 / 位相変調 / ベイズの定理 / 神経科学
Research Abstract

We developed a novel method that can be used to estimate the instantaneous phases and amplitudes of the alpha rhythm with high accuracy by modeling the alpha rhythm phase and amplitude as Markov random field models. Then, advancing this method, we developed our novel statistical method that can detect phase and amplitude shifts of fluctuating alpha rhythm in a single EEG trial. We demonstrated that our advanced method could statistically detect the phase shift of the alpha rhythm caused by an external stimulus in a single EEG trial, which suggests that human EEG data include phase shifts that are not only the phase-locking type but also the non-phase-locking type in response to external stimuli.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (33 results)

All 2012 2011 2010 2009 Other

All Journal Article (14 results) (of which Peer Reviewed: 4 results) Presentation (15 results) Remarks (2 results) Patent(Industrial Property Rights) (2 results)

  • [Journal Article] 周期的自発活動における急激な位相変化を単一試行から抽出する新しい手法2011

    • Author(s)
      成瀬康,瀧山健,岡田真人,梅原広明
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 111 Pages: 71-74

    • Related Report
      2011 Final Research Report
  • [Journal Article] 視覚刺激によるアルファ波位相変調の検出2011

    • Author(s)
      成瀬康,瀧山健,岡田真人,梅原広明
    • Journal Title

      第26回日本生体磁気学会大会論文集

      Volume: 24 Pages: 156-157

    • NAID

      110008800925

    • Related Report
      2011 Final Research Report
  • [Journal Article] 周期的自発活動における急激な位相変化を単一試行から抽出する新しい手法2011

    • Author(s)
      成瀬康
    • Journal Title

      第26回日本生体磁気学会大会論文集

      Volume: 24 Pages: 156-157

    • Related Report
      2011 Annual Research Report
  • [Journal Article] 視覚刺激によるアルファ波位相変調の検出2011

    • Author(s)
      成瀬康
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 111 Pages: 71-74

    • NAID

      110008800925

    • Related Report
      2011 Annual Research Report
  • [Journal Article] Inference in alpha rhythm phase and amplitude modeled on Markov random field using belief propagation from electroencephalograms2010

    • Author(s)
      Naruse, Y., Takiyama, K., Okada, M. & Murata, T
    • Journal Title

      Phys. Rev. E

      Volume: 92 Pages: 11912-11912

    • URL

      http://dx.doi.org/10.1103/PhysRevE.82.011912

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] ベイズ推定を用いた新しいα波瞬時位相,振幅の推定法の提案2010

    • Author(s)
      成瀬康,瀧山健,岡田真人,村田勉
    • Journal Title

      第25回日本生体磁気学会論文集

      Volume: 23 Pages: 66-67

    • Related Report
      2011 Final Research Report
  • [Journal Article] 確率モデルを用いた新しいα波瞬時位相,振幅の推定法2010

    • Author(s)
      成瀬康,瀧山健,岡田真人,村田勉
    • Journal Title

      第25回生体生理工学シンポジウム論文集

      Pages: 337-340

    • Related Report
      2011 Final Research Report
  • [Journal Article] Influence of coherence between multiple cortical columns on alpha rhythm : A computational modeling study2010

    • Author(s)
      Naruse, Y., Matani, A., Miyawaki, Y. & Okada, M
    • Journal Title

      Hum. Brain Mapp

      Volume: 31 Pages: 703-715

    • URL

      http://dx.doi.org/10.1002/hbm.20899

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] マルコフ確率場モデルにおける確率伝播法をもちいたα波位相,振幅の同時推定2010

    • Author(s)
      成瀬康,瀧山健,岡田真人,村田勉
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 109 Pages: 167-172

    • NAID

      110008004294

    • Related Report
      2011 Final Research Report
  • [Journal Article] Inference in alpha rhythm phase and amplitude modeled on Markov random field using belief propagation from electroencephalograms2010

    • Author(s)
      Yasushi Naruse
    • Journal Title

      Physical Review E

      Volume: 82 Pages: 11912-11912

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 確率モデルを用いた新しいα波瞬時位相, 振幅の推定法2010

    • Author(s)
      成瀬康
    • Journal Title

      第25回日本生体磁気学会論文集

      Volume: 23 Pages: 66-67

    • Related Report
      2010 Annual Research Report
  • [Journal Article] ベイズ推定を用いた新しいα波瞬時位相, 振幅の推定法の提案2010

    • Author(s)
      成瀬康
    • Journal Title

      第25回生体生理工学シンポジウム論文集

      Pages: 337-340

    • Related Report
      2010 Annual Research Report
  • [Journal Article] Influence of coherence between multiple cortical columns on alpha rhythm : A computational modeling study2010

    • Author(s)
      Y.Naruse
    • Journal Title

      Human Brain Mapping 31

      Pages: 703-715

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] マルコフ確率場モデルにおける確率伝播法をもちいたα波位相,振幅の同時推定2010

    • Author(s)
      成瀬康
    • Journal Title

      電子情報通信学会技術研究報告 109

      Pages: 167-172

    • NAID

      110008004294

    • Related Report
      2009 Annual Research Report
  • [Presentation] ベイズの定理を用いた新しい脳情報抽出技術の開発2012

    • Author(s)
      成瀬康
    • Organizer
      第6回Σ-KARC連携セミナー
    • Place of Presentation
      大阪大学(大阪府)
    • Year and Date
      2012-02-06
    • Related Report
      2011 Annual Research Report
  • [Presentation] A Novel Method for Estimating Instantaneous Phase and Amplitude of Ongoing Oscillations and Detecting Phase Modulation2011

    • Author(s)
      Naruse, Y
    • Organizer
      Neuroscience2011
    • Place of Presentation
      アメリカワシントンDCワシントンコンベンションセンター
    • Year and Date
      2011-11-15
    • Related Report
      2011 Final Research Report
  • [Presentation] A Novel Method for Estimating Instantaneous Phase and Amplitude of Ongoing Oscillations and Detecting Phase Modulation2011

    • Author(s)
      Y.Naruse
    • Organizer
      Neuroscience2011
    • Place of Presentation
      ワシントンコンベンションセンター(米国:ワシントンDC)
    • Year and Date
      2011-11-15
    • Related Report
      2011 Annual Research Report
  • [Presentation] 自発周期における位相変調を単一試行から抽出する新しい手法2011

    • Author(s)
      成瀬康
    • Organizer
      第34回日本神経科学大会
    • Place of Presentation
      神奈川県パシフィコ横浜
    • Year and Date
      2011-09-16
    • Related Report
      2011 Final Research Report
  • [Presentation] 自発的周期における位相変調を単一試行から抽出する新しい手法2011

    • Author(s)
      成瀬康
    • Organizer
      第34回日本神経科学大会
    • Place of Presentation
      パシフィコ横浜(神奈川県)
    • Year and Date
      2011-09-16
    • Related Report
      2011 Annual Research Report
  • [Presentation] 視覚刺激によるアルファ波位相変調の検出2011

    • Author(s)
      成瀬康
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      神戸大学(兵庫県)
    • Year and Date
      2011-07-26
    • Related Report
      2011 Annual Research Report
  • [Presentation] ベイズの定理を用いた新しい脳情報抽出技術の開発2011

    • Author(s)
      成瀬康
    • Organizer
      知能化医療システム研究会
    • Place of Presentation
      笠岡第一病院(岡山県)
    • Year and Date
      2011-07-23
    • Related Report
      2011 Annual Research Report
  • [Presentation] 周期的自発活動における急激な位相変化を単一試行から抽出する新しい手法2011

    • Author(s)
      成瀬康
    • Organizer
      第26回日本生体磁気学会大会
    • Place of Presentation
      九州大学(福岡県)
    • Year and Date
      2011-06-03
    • Related Report
      2011 Annual Research Report
  • [Presentation] ベイズ推定を用いた新しいα波瞬時位相, 振幅の推定法の提案2010

    • Author(s)
      成瀬康
    • Organizer
      第25回生体生理工学シンポジウム
    • Place of Presentation
      岡山大学(岡山市)
    • Year and Date
      2010-09-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] Exact inference method for Markov random field models of instantaneous phase and amplitude of oscillatory activities from electroencephalograms2010

    • Author(s)
      成瀬康
    • Organizer
      第33回日本神経科学大会
    • Place of Presentation
      兵庫県神戸コンベンションセンター
    • Year and Date
      2010-09-04
    • Related Report
      2011 Final Research Report
  • [Presentation] Exact inference method for Markov random field models of instantaneous phase and amplitude of oscillatory activities from electroencephalograms2010

    • Author(s)
      成瀬康
    • Organizer
      Neuro2010
    • Place of Presentation
      神戸コンベンションセンター(神戸市)
    • Year and Date
      2010-09-04
    • Related Report
      2010 Annual Research Report
  • [Presentation] 確率モデルを用いた新しいα波瞬時位相, 振幅の推定法2010

    • Author(s)
      成瀬康
    • Organizer
      第25回日本生体磁気学会
    • Place of Presentation
      さわやかちば県民プラザ(柏市)
    • Year and Date
      2010-07-30
    • Related Report
      2010 Annual Research Report
  • [Presentation] Influence of visual stimulus size and top-down effect on phase resetting of alpha rhythm : An EEG/MEG model-based study2010

    • Author(s)
      Naruse, Y
    • Organizer
      Biomag2010
    • Place of Presentation
      クロアチアドブロブニクRixos Libertas Hotel
    • Year and Date
      2010-03-29
    • Related Report
      2011 Final Research Report
  • [Presentation] Influence of visual stimulus size and top-down effect on phase resetting of alpha rhythm : An EEG/MEG model-based study2010

    • Author(s)
      Y.Naruse
    • Organizer
      Biomag2010
    • Place of Presentation
      Rixos Libertas Dubrovnik(クロアチアドブロブニク)
    • Year and Date
      2010-03-29
    • Related Report
      2009 Annual Research Report
  • [Presentation] 非侵襲脳機能計測手法を用いた神経科学の現状と将来2009

    • Author(s)
      成瀬康
    • Organizer
      第76回知能化医療システム研究会
    • Place of Presentation
      笠岡第一病院(岡山県)
    • Year and Date
      2009-07-18
    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

      http://brain.nict.go.jp/members/y_naruse.html

    • Related Report
      2011 Final Research Report
  • [Remarks]

    • URL

      http://www-karc.nict.go.jp/d333/kenkyu_in/naruse/index.html

    • Related Report
      2009 Annual Research Report
  • [Patent(Industrial Property Rights)] 周期的情報抽出方法2010

    • Inventor(s)
      成瀬康,村田勉,岡田真人,瀧山健
    • Industrial Property Rights Holder
      独立行政法人情報通信研究機構
    • Industrial Property Number
      2010-195648
    • Filing Date
      2010-09-01
    • Related Report
      2011 Final Research Report
  • [Patent(Industrial Property Rights)] 周期的情報抽出方法2010

    • Inventor(s)
      成瀬康, 岡田真人, 瀧山健, 村田勉
    • Industrial Property Rights Holder
      NICT
    • Industrial Property Number
      2010-195648
    • Filing Date
      2010-09-01
    • Related Report
      2010 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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