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Modelling of Predicting Functional and Structural Change in the Brain of Language Learners--Based on fMRI, Machine Learning and Morphometry

Research Project

Project/Area Number 26330246
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionTokyo Institute of Technology

Principal Investigator

AKAMA HIROYUKI  東京工業大学, リベラルアーツ研究教育院, 准教授 (60242301)

Co-Investigator(Kenkyū-buntansha) 粟津 俊二  実践女子大学, 人間社会学部, 教授 (00342684)
高野 裕治  日本電信電話株式会社NTTコミュニケーション科学基礎研究所, 人間情報研究部, リサーチアソシエイト (00424317)
染谷 芳明  慶應義塾大学, 先導研究センター(三田), 特任助教 (20392714)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2016: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Fiscal Year 2015: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2014: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords脳 / 言語 / fMRI / 機械学習 / 複雑ネットワーク / 機能的連結 / 可塑性 / 脳機能的磁気共鳴画像法 / 脳の可塑性 / 形態測定学
Outline of Final Research Achievements

Multi-Voxel Pattern Analysis (MVPA) in functional magnetic resonance imaging (fMRI) studies is considered effective for studying how the human brain represents the meanings of words. We published a review paper in Behaviormetrika to emphasize the importance of holistic approaches in embodiment semantics using naturalistic and ecologically valid tasks of language comprehension and production, or elucidating semantic spaces of individual participants. In our PLoS ONE paper, we developed an original distance definition for graphs, called the Markov-inverse-F measure (MiF), and measured its effectiveness for predicting a neural activity recorded during conceptual processing in the human brain. Now we are submitting a paper to show that functional connectivity of the brain can be modulated by interventional stimuli and serve as an indicator of brain plasticity focusing the executive control of an oral motor function.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (10 results)

All 2016 2015 2014 Other

All Journal Article (4 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 4 results,  Open Access: 3 results,  Acknowledgement Compliant: 2 results) Presentation (5 results) (of which Int'l Joint Research: 1 results) Remarks (1 results)

  • [Journal Article] Emerging Methods for Conceptual Modelling in Neuroimaging2016

    • Author(s)
      Hiroyuki Akama, Brian Murphy
    • Journal Title

      Behaviormetrika

      Volume: 44 Issue: 1 Pages: 117-133

    • DOI

      10.1007/s41237-016-0009-1

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Using Graph Components Derived from an Associative Concept Dictionary to Predict fMRI Neural Activation Patterns that Represent the Meaning of Nouns2015

    • Author(s)
      Hiroyuki Akama, Maki Miyake, Jaeyoung Jung, Brian Murphy
    • Journal Title

      PLOS ONE

      Volume: 10(4) Issue: 4 Pages: e0125725-e0125725

    • DOI

      10.1371/journal.pone.0125725

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Cross-participant Modelling Based on Joint or Disjoint Feature Selection: An fMRI Conceptual Decoding Study2014

    • Author(s)
      Hiroyuki Akama, Brian Murphy, Lei Miao Mei, Massimo Poesio
    • Journal Title

      Applied Informatics, Springer

      Volume: 1 Issue: 1 Pages: 1-21

    • DOI

      10.1186/2196-0089-1-1

    • NAID

      120006582353

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Neural basis of language switching in the brain: fMRI evidence from Korean-Chinese early bilinguals2014

    • Author(s)
      Miaomei Lei, Hiroyuki Akama, Brian Murphy
    • Journal Title

      Brain and language, Elsevier

      Volume: 138 Pages: 12-18

    • DOI

      10.1016/j.bandl.2014.08.009

    • NAID

      120006582372

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Mental simulation during comprehension of English and Japanese action sentences in English learners2016

    • Author(s)
      Shunji Awazu, Akio Suzuki, Hiroyuki Akama
    • Organizer
      31st International Congress of Psychology (ICP2016)
    • Place of Presentation
      Yokohama
    • Year and Date
      2016-07-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 英語学習者における日本語文と英語文理解時の運動シミュレーション2015

    • Author(s)
      粟津 俊二, 鈴木 明夫, 赤間啓之
    • Organizer
      2015年度日本認知科学会第32回大会
    • Place of Presentation
      千葉大学
    • Year and Date
      2015-09-18
    • Related Report
      2015 Research-status Report
  • [Presentation] fMRI を用いた触覚刺激による癒しに関する研究2015

    • Author(s)
      畑田泰伸, 宮崎祐介, 北岡哲子, 矢野隆一, 赤間啓之
    • Organizer
      2015 年度日本機械学会
    • Place of Presentation
      北海道大学 工学部
    • Year and Date
      2015-09-13
    • Related Report
      2015 Research-status Report
  • [Presentation] Odor Hedonics Related Brain Activation: An fMRI Study.2014

    • Author(s)
      ITO Kanetoshi, TAKAHASHI Kaori, TAKAYANAGI-KOMA Miyuki, AWAZU Shunji, AKAMA Hiroyuki
    • Organizer
      XXIVth International Conference of European Chemoreception Research Organization (ECRO 2014)
    • Place of Presentation
      Dijon, France
    • Year and Date
      2014-09-10 – 2014-09-14
    • Related Report
      2014 Research-status Report
  • [Presentation] Predicting the semantic neural representations in Korean-Chinese early bilinguals ―An fMRI study2014

    • Author(s)
      Miaomei Lei, Hiroyuki Akama, Brian Murphy
    • Organizer
      36th Annual Conference of the Cognitive Science Society
    • Place of Presentation
      Quebec City, Canada
    • Year and Date
      2014-07-23 – 2014-07-26
    • Related Report
      2014 Research-status Report
  • [Remarks] Publication

    • URL

      https://sites.google.com/site/akamatitechlab/papers

    • Related Report
      2016 Annual Research Report

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Published: 2014-04-04   Modified: 2018-03-22  

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