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Modeling of brain prediction mechanisms by advanced data-driven methods

Research Project

Project/Area Number 15K21079
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Cognitive science
Brain biometrics
Research InstitutionToyohashi University of Technology

Principal Investigator

Higashi Hiroshi  豊橋技術科学大学, 工学(系)研究科(研究院), 助教 (70734474)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2017: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Keywords脳波 / 予測 / 学習 / 事象関連電位 / 強化学習 / P300 / 多次元配列 / ブレインコンピュータインターフェイス / 信号処理
Outline of Final Research Achievements

Human predict future events from past experienced events. This study identified electroencephalography (EEG) components that contribute this human prediction function. The results of human EEG experiment, we found that the process associated with the prediction affects P3a, one of the EEG components. On the other hand, the other component, P3b, reflected the other process not associated with the prediction. The results suggest that the multiple brain processes exist for processing our experiment. This suggestion will contribute deep understanding of human learning function.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (23 results)

All 2018 2017 2016 2015

All Journal Article (6 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 4 results,  Open Access: 3 results,  Acknowledgement Compliant: 4 results) Presentation (17 results) (of which Int'l Joint Research: 5 results)

  • [Journal Article] 非侵襲生体信号の処理と解析II ブレイン・コンピュータ・インタフェース2018

    • Author(s)
      田中聡久, 東広志
    • Journal Title

      システム/制御/情報

      Volume: 62 Pages: 159-165

    • NAID

      130007498152

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Variation in Event-Related Potentials by State Transitions2017

    • Author(s)
      Higashi, H., Minami, T., Nakauchi, S.
    • Journal Title

      Frontiers Human Neuroscience

      Volume: 271 Pages: 75-75

    • DOI

      10.3389/fnhum.2017.00075

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Multilinear discriminant analysis with subspace constraints for single-trial classification of event-related potentials2016

    • Author(s)
      H. Higashi, T. M. Rutkowski, T. Tanaka, and Y. Tanaka
    • Journal Title

      IEEE Journal of Selected Topics in Signal Processing

      Volume: 10 Issue: 7 Pages: 1295-1305

    • DOI

      10.1109/jstsp.2016.2599297

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] EEG Signal Processing with Signal Structures2016

    • Author(s)
      東広志, 田中聡久
    • Journal Title

      Journal of The Society of Instrument and Control Engineers

      Volume: 55 Issue: 11 Pages: 960-965

    • DOI

      10.11499/sicejl.55.960

    • NAID

      130005284204

    • ISSN
      0453-4662, 1883-8170
    • Related Report
      2016 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] Smoothing of xDAWN spatial filters for robust extraction of event-related potentials2016

    • Author(s)
      H. Higashi, T. M. Rutkowski, T. Tanaka, and Y. Tanaka
    • Journal Title

      Proceedings of The 2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

      Volume: 1 Pages: 1-5

    • DOI

      10.1109/apsipa.2016.7820750

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Functional illumination supporting the visual detection of plaques2016

    • Author(s)
      T. Kondo, J. L. Nieves, E. M. Valero, H. Higashi, and S. Nakauchi
    • Journal Title

      Proceedings of IS&T 24th Color Imaging Conference

      Volume: 1 Issue: 1 Pages: 219-224

    • DOI

      10.2352/issn.2169-2629.2017.32.219

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Chromatic composition and preferences of paintings ― Comparative study for Japanese and Portuguese observers and paintings2017

    • Author(s)
      T. Kondo, N. Okada, K. Maruchi, Y. Misaki, H. Higashi, J. AR Monteiro, C. Montagner, J. MM Linhares, S. MC Nascimento, S. Nakauchi
    • Organizer
      The 24th symposium of the International Colour Vision Society
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multiple cues for visual perception of mirror and glass materials2017

    • Author(s)
      H. Tamura, H. Higashi, and S. Nakauchi
    • Organizer
      The 17th Annual Meeting of the Vision Sciences
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Luminance-contrast reversal disambiguates illumination interpretation in #TheDress2017

    • Author(s)
      S. Nakauchi, K. Shiromi, H. Higashi, M. Shehata, and S. Shimojo
    • Organizer
      The 17th Annual Meeting of the Vision Sciences
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 絵画の色彩選好におけるポルトガル人と日本人の類似性と相違点2017

    • Author(s)
      近藤泰成, 東広志, Sergio M.C. Nascimento, 中内茂樹
    • Organizer
      第5回多元質感知領域班会議
    • Related Report
      2017 Annual Research Report
  • [Presentation] 絵画の色彩選好におけるユニバーサリティーと色彩統計量2017

    • Author(s)
      近藤泰成, 東広志, Sergio M.C. Nascimento, 中内茂樹
    • Organizer
      質感のつどい第3回公開フォーラム
    • Related Report
      2017 Annual Research Report
  • [Presentation] 輝度反転による#TheDressの照明解釈の曖昧性の消失2017

    • Author(s)
      中内茂樹, 白見海, 東広志, Mohammad Shehata, 下條信輔
    • Organizer
      質感のつどい第3回公開フォーラム
    • Related Report
      2017 Annual Research Report
  • [Presentation] 瞳孔計測を用いたヒトの情動状態の評価2017

    • Author(s)
      中古賀理, 東広志, 村松潤哉, 中内茂樹, 南哲人
    • Organizer
      ヒューマンインフォメーション研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 情動誘発画像を用いたEEG・NIRS信号の分類2017

    • Author(s)
      龍進吾, 東広志, 村松潤哉, 中内茂樹, 南哲人
    • Organizer
      ヒューマンインフォメーション研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 周辺視野における刺激周波数とSSVEP応答の関係2017

    • Author(s)
      中島健太, 南哲人, 東広志, 中内茂樹
    • Organizer
      ヒューマンインフォメーション研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 絵画に対する選好に見られるポルトガル人と日本人の類似性と相違点2017

    • Author(s)
      中内茂樹, 近藤泰成, 東広志, Sergio M.C. Nascimento
    • Organizer
      日本認知科学会第34回大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 絵画の色彩選好に対する文化依存性とユニバーサリティー2017

    • Author(s)
      近藤泰成, 三崎幸典, 東広志, Sergio M.C. Nascimento, 中内茂樹
    • Organizer
      日本視覚学会2017夏季大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 絵画の色彩選好におけるポルトガル人と日本人の類似性と相違点2017

    • Author(s)
      近藤泰成, 東広志, Sergio M.C. Nascimento, 中内茂樹
    • Organizer
      第4回多元質感知領域班会議
    • Related Report
      2017 Annual Research Report
  • [Presentation] チャンネル間の連結度を利用した脳波アーチファクト除去2016

    • Author(s)
      東広志
    • Organizer
      電子情報通信学会第31回信号処理シンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2016-11-08
    • Related Report
      2016 Research-status Report
  • [Presentation] Spatial smoothing of canonical correlation analysis for steady state evoked potential based brain computer interfaces2016

    • Author(s)
      Shingo Ryu, Hiroshi Higashi, Toshihisa Tanaka, Shigeki Nakauchi, and Tetsuto Minami
    • Organizer
      The 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Orlando, USA
    • Year and Date
      2016-08-17
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Subspace-constrained multilinear discriminant analysis for ERP-based brain computer interface classification2015

    • Author(s)
      H. Higashi,, T. M. Rutkowski, T. Tanaka, and Y. Tanaka
    • Organizer
      The 2015 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
    • Place of Presentation
      Hong Kong, China
    • Year and Date
      2015-12-16
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 部分空間制約を用いた多次元線形判別法による単一試行事象関連電位の識別2015

    • Author(s)
      東広志, Tomasz M. Rutkowski, 田中聡久, 田中雄一
    • Organizer
      電子情報通信学会第30回信号処理シンポジウム
    • Place of Presentation
      福島
    • Year and Date
      2015-11-04
    • Related Report
      2015 Research-status Report
  • [Presentation] グラフスペクトルを用いた制約付き脳波処理2015

    • Author(s)
      東広志, 田中聡久, 田中雄一
    • Organizer
      第54回生体医工学会
    • Place of Presentation
      名古屋
    • Year and Date
      2015-05-07
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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