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Uncovering neural correlates in human decision making based on brain decoding

Research Project

Project/Area Number 24300114
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Bioinformatics/Life informatics
Research InstitutionKyoto University

Principal Investigator

ISHII Shin  京都大学, 情報学研究科, 教授 (90294280)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥17,940,000 (Direct Cost: ¥13,800,000、Indirect Cost: ¥4,140,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥10,400,000 (Direct Cost: ¥8,000,000、Indirect Cost: ¥2,400,000)
Fiscal Year 2012: ¥6,370,000 (Direct Cost: ¥4,900,000、Indirect Cost: ¥1,470,000)
Keywords意思決定 / ブレインデコーディング / ブレインマシンインターフェース / 非侵襲脳活動計測 / 強化学習
Outline of Final Research Achievements

We performed a decoding study of next scenes to be predicted by human subjects from their frontal-parietal fMRI activities when the subjects were performing a navigation task in partially observable maze environments. We performed a decoding study of various kinds of cognitive tasks by a deep neural network trained by large-scale fMRI data, and visualized high-dimensional features embedded in the trained deep network. Moreover, we constructed an online decoding system of spatial attention based on EEG (electroencephalography), which is applicable to real-world navigation. Using resting-state activities, we could calibrate the difference in neural correlates between human subjects.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Annual Research Report
  • 2012 Annual Research Report
  • Research Products

    (53 results)

All 2015 2014 2013 2012 Other

All Journal Article (9 results) (of which Peer Reviewed: 9 results,  Acknowledgement Compliant: 4 results,  Open Access: 1 results) Presentation (43 results) (of which Invited: 6 results) Remarks (1 results)

  • [Journal Article] The state-of-the-art in handling occlusions for visual object tracking.2015

    • Author(s)
      Meshigi, K., & Ishii, S.
    • Journal Title

      IEICE Transactions on Information & Systems

      Volume: 印刷中

    • NAID

      130005086162

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Learning a common dictionary for subject-transfer decoding with resting calibration2015

    • Author(s)
      Morioka, H., Kanemura, A., Hirayama, J., Shikauchi, M., Ogawa, T., Ikeda, S., Kawanabe, M., and Ishii, S.
    • Journal Title

      NeuroImage

      Volume: 111 Pages: 167-178

    • DOI

      10.1016/j.neuroimage.2015.02.015

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A computational model of afterimage rotation in the peripheral drift illusion based on retinal ON/OFF responses.2014

    • Author(s)
      Hayashi, Y., Ishii, S., & Urakubo, H.
    • Journal Title

      PLoS ONE

      Volume: 9 Issue: 12 Pages: e115464-e115464

    • DOI

      10.1371/journal.pone.0115464

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] <b>Proposal of New Reinforcement Learning with a State-independent Policy</b>2014

    • Author(s)
      中野大智, 前田新一, 石井信.
    • Journal Title

      Transactions of the Institute of Systems, Control and Information Engineers

      Volume: 27 Issue: 8 Pages: 327-332

    • DOI

      10.5687/iscie.27.327

    • NAID

      130004707732

    • ISSN
      1342-5668, 2185-811X
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 潜在空間モデリングによる時系列からの再構成.2014

    • Author(s)
      平山淳一郎, 石井信.
    • Journal Title

      電子情報通信学会誌

      Volume: 97 Pages: 399-404

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Decoding spatial attention by using cortical currents estimated from electroencephalography with near-infrared spectroscopy prior information2014

    • Author(s)
      Morioka, H., Kanemura, A., Morimoto, S., Yoshioka, T., Oba, S., Kawanabe, M., and Ishii, S.
    • Journal Title

      NeuroImage

      Volume: 90 Pages: 128-139

    • DOI

      10.1016/j.neuroimage.2013.12.035

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Asymptotic analysis of value prediction in well-specified and misspecified model2012

    • Author(s)
      Ueno, T., Maeda, S., Ishii, S.
    • Journal Title

      Neural Networks

      Volume: 31 Pages: 88-92

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Astate-space modeling approach for localization of focal current sources from ME2012

    • Author(s)
      Fukushima M, Yamashita O, Kanemura A, Ishii S, Kawato M, Sato MA.
    • Journal Title

      IEEE Transactions on Biomedical Engineering.

      Volume: 59 Pages: 1561-1571

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Low-dimensional feature representation for instrument identification2012

    • Author(s)
      Ihara, M., Maeda, S., Ikeda, K., Ishii, S.,
    • Journal Title

      SICE Journal of Control, Measurement, and System Integation

      Volume: 5 Pages: 249-258

    • NAID

      10031140141

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Presentation] Principal sensitivity analysis.2015

    • Author(s)
      Koyamada, S., Nakae, K., Koyama, M., & Ishii, S.
    • Organizer
      Pacific-Asia conference on knowledge discovery and data mining
    • Place of Presentation
      Ho Chi Minh( Vietnam)
    • Year and Date
      2015-05-19 – 2015-05-22
    • Related Report
      2014 Annual Research Report
  • [Presentation] Detecting representation of the view expectation in mPFC and posterior parietal cortex.2015

    • Author(s)
      Shikauchi, Y. & Ishii, S.
    • Organizer
      Computational and Systems Neuroscience (Cosyne) 2015
    • Place of Presentation
      Salt Lake City(The United States of America)
    • Year and Date
      2015-03-05 – 2015-03-08
    • Related Report
      2014 Annual Research Report
  • [Presentation] Data-driven brain decoding techniques.2015

    • Author(s)
      Ishii, S.
    • Organizer
      10th AEARU Workshop on Computer Science and Web Technology
    • Place of Presentation
      筑波大学国際会議室(茨城県つくば市)
    • Year and Date
      2015-02-25 – 2015-02-27
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Knowledge discovery for nonlinear classifier in functional neuroimaging.2015

    • Author(s)
      Koyamada, S., Shikauchi, Y., Nakae, K., Koyama, M., & Ishii, S.
    • Organizer
      10th AEARU Workshop on Computer Science and Web Technology
    • Place of Presentation
      筑波大学国際会議室(茨城県つくば市)
    • Year and Date
      2015-02-25 – 2015-02-27
    • Related Report
      2014 Annual Research Report
  • [Presentation] A study on knowledge acquisition with artificial neural networks.2015

    • Author(s)
      Miyato, T., Oba, S., & Ishii, S.
    • Organizer
      10th AEARU Workshop on Computer Science and Web Technology
    • Place of Presentation
      筑波大学国際会議室(茨城県つくば市)
    • Year and Date
      2015-02-25 – 2015-02-27
    • Related Report
      2014 Annual Research Report
  • [Presentation] Subject-transfer decoding by learning a common dictionary from multisubject dataset.2015

    • Author(s)
      Morioka, H., Kanemura, A., Hirayama, J., Shikauchi, M., Ogawa, T., Ikeda, S., Kawanabe, M., & Ishii, S.
    • Organizer
      10th AEARU Workshop on Computer Science and Web Technology
    • Place of Presentation
      筑波大学国際会議室(茨城県つくば市)
    • Year and Date
      2015-02-25 – 2015-02-27
    • Related Report
      2014 Annual Research Report
  • [Presentation] Data-driven brain computer interface in real environments.2015

    • Author(s)
      Ishii, S.
    • Organizer
      The 3rd International Winter Conference on Brain-Computer Interface
    • Place of Presentation
      Gangwon Province (South Korea)
    • Year and Date
      2015-01-12 – 2015-01-14
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Robust representation of the view expectation during active navigation.2015

    • Author(s)
      Shikauchi, Y., & Ishii, S.
    • Organizer
      第15回脳と心のメカニズム冬のワークショップ
    • Place of Presentation
      ルスツリゾート(北海道虻田郡)
    • Year and Date
      2015-01-07 – 2015-01-09
    • Related Report
      2014 Annual Research Report
  • [Presentation] Construction of subject-independent brain decoders for human fMRI with deep learning.2014

    • Author(s)
      Koyamada, S., Shikauchi, Y., Nakae, K., & Ishii, S.
    • Organizer
      International Conference on Data Mining, Internet Computing, and Big Data
    • Place of Presentation
      Kuala Lumpur(Malaysia)
    • Year and Date
      2014-11-17 – 2014-11-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] Decoding daily-life bahavioral signatures in the real environment: portable NIRS signal using behavior labels.2014

    • Author(s)
      Ogawa, T., Gupta, K. P., Yano, K., Abdur-Rahim, J. A., Morioka, H., Hirayama, J., Yamaguchi, S., Ishikawa, A., Inoue, Y., Kawanabe, M., & Ishii, S.
    • Organizer
      Neuroscience 2014
    • Place of Presentation
      パシフィコ横浜(神奈川県横浜市)
    • Year and Date
      2014-09-11 – 2014-09-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] Subject-independent BM through sparse learning of spatial bases common across sessions and subjects.2014

    • Author(s)
      Morioka, H., Kanemura, A., Hirayama, J., Shikauchi, M., Ogawa, T., Ikeda, S., Kawanabe, M., & Ishii, S.
    • Organizer
      Neuroscience 2014
    • Place of Presentation
      パシフィコ横浜(神奈川県横浜市)
    • Year and Date
      2014-09-11 – 2014-09-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] Learning the subject independent discriminative features from the large-scale fMRI database.2014

    • Author(s)
      Koyamada, S., Shikauchi, Y., Nakae, K., & Ishii, S.
    • Organizer
      Neuroscience 2014
    • Place of Presentation
      パシフィコ横浜(神奈川県横浜市)
    • Year and Date
      2014-09-11 – 2014-09-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] 機械学習を用いた脳波からの情動反応の 読み取り2014

    • Author(s)
      安田 恒, 石井 信, 大須 理英子.
    • Organizer
      日本心理学会
    • Place of Presentation
      同志社大学今出川キャンパス(京都府京都市)
    • Year and Date
      2014-09-10 – 2014-09-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] データベースに基づくブレイン・マシン・インターフェース.2014

    • Author(s)
      石井 信.
    • Organizer
      第37回日本神経科学大会サテライトシンポジウム「脳情報の産業応用に向けた動向と社会 基盤整備」
    • Place of Presentation
      TKP横浜ガーデンシティ(神奈川県横浜市)
    • Year and Date
      2014-09-10
    • Related Report
      2014 Annual Research Report
  • [Presentation] 脳内で予測された次時刻シーンのデコーディング2013

    • Author(s)
      鹿内友美, 石井信
    • Organizer
      電子情報通信学会ニューロコンピューティグ研究会
    • Place of Presentation
      玉川大学(東京)
    • Year and Date
      2013-03-15
    • Related Report
      2012 Annual Research Report
  • [Presentation] Network-based BMI : toward brain machine interface in real envionments2013

    • Author(s)
      Ishii, S
    • Organizer
      IPAM Workshop on Multimodal Neuroimaging
    • Place of Presentation
      University of California, Los Angeles (アメリカ)(招待講演)
    • Year and Date
      2013-03-07
    • Related Report
      2012 Annual Research Report
  • [Presentation] 経路積分強化学習による猫ひねり運動の制御2013

    • Author(s)
      中野太智, 前田新一, 石井信
    • Organizer
      電子情報通信学会ニューロコンピューティグ研究会
    • Place of Presentation
      北海道大学(北海道)
    • Year and Date
      2013-01-24
    • Related Report
      2012 Annual Research Report
  • [Presentation] 協調行動学習における非定常性の重要性2013

    • Author(s)
      田和明洋, 前田新一, 石井信
    • Organizer
      電子情報通信学会ニューロコンピューティグ研究会
    • Place of Presentation
      北海道大学(北海道)
    • Year and Date
      2013-01-24
    • Related Report
      2012 Annual Research Report
  • [Presentation] NIRSを事前情報としEEGから推定された皮質電流からの空間注意のデコーディング2013

    • Author(s)
      森岡博史
    • Organizer
      第13回脳と心のメカニズム冬のワークショップ
    • Place of Presentation
      ルスツリゾート(北海道)
    • Year and Date
      2013-01-09
    • Related Report
      2012 Annual Research Report
  • [Presentation] 三次元ナビゲーション環境におけるシーン予測のデコーディング2013

    • Author(s)
      鹿内友美
    • Organizer
      第13回脳と心のメカニズム冬のワークショップ
    • Place of Presentation
      ルスツリゾート(北海道)
    • Year and Date
      2013-01-09
    • Related Report
      2012 Annual Research Report
  • [Presentation] Control of a free-falling cat by policy-based reinforcement learning2012

    • Author(s)
      Nakano, D., Maeda, S. -i., Ishii, S
    • Organizer
      International Conference on Artificial Neural Networks
    • Place of Presentation
      ローザンヌ大学(スイス)
    • Year and Date
      2012-09-14
    • Related Report
      2012 Annual Research Report
  • [Presentation] Modeling and simulation of neuronal morphology2012

    • Author(s)
      Ishii, S.
    • Organizer
      Okinawa Computational Neuroscience Course
    • Place of Presentation
      Okinawa Institute of Science and Technology (沖縄県)(招待講演)
    • Year and Date
      2012-06-13
    • Related Report
      2012 Annual Research Report
  • [Presentation] 状態非依存の方策を用いた新しい強化学習手法の提案

    • Author(s)
      中野 太智, 前田 新一, 石井 信
    • Organizer
      第57回システム制御情報学会研究発表講演会
    • Place of Presentation
      兵庫県民会館 (兵庫県)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 吸収係数のエネルギー依存性を考慮したX線CTアルゴリズムの提案

    • Author(s)
      吉川 大悟, 前田 新一, 石井 信
    • Organizer
      第57回システム制御情報学会研究発表講演会
    • Place of Presentation
      兵庫県民会館 (兵庫県)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 脳磁図を用いた日常動作における手先の動きの再構成 (Decoding hand movements in everyday activities from magnetoencephalography)

    • Author(s)
      平山 淳一郎, 鹿内 友美, 中村 泰, 前田 新一, 竹之内 高志, 兼村 厚範, 川鍋 一晃, 石井 信
    • Organizer
      Neuro2013
    • Place of Presentation
      京都国際会館 (京都府)
    • Related Report
      2013 Annual Research Report
  • [Presentation] NIRSを事前情報としEEGから推定された皮質電流からの空間注意のデコーディング (Decoding of spatial attention from cortical currents estimated from EEG with NIRS prior)

    • Author(s)
      森岡 博史, 兼村 厚範, 森本 智志, 吉岡 琢, 川鍋 一晃, 石井 信
    • Organizer
      Neuro2013
    • Place of Presentation
      京都国際会館 (京都府)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 意思決定に関わるシーン予測のデコーディング (Decoding scene prediction associated with decision making)

    • Author(s)
      鹿内 友美, 石井 信
    • Organizer
      Neuro2013
    • Place of Presentation
      京都国際会館 (京都府)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 心的な視標運動追跡課題遂行中のMEGデータにおける脳活動とアーチファクトの分離 (Source separation of cortical and extra-brain source activities in real MEG data during covert pursuit eye movements)

    • Author(s)
      森重 健一, 吉岡 琢, 石井 信, 佐藤 雅昭, 川人 光男
    • Organizer
      Neuro2013
    • Place of Presentation
      京都国際会館 (京都府)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 硬式テニス運動想像時の熟練者と初心者の脳活動の違い (Differences in brain activity between tennis experts and novices during motor imagery)

    • Author(s)
      山下 歩, 石井 信, 今水 寛
    • Organizer
      Neuro2013
    • Place of Presentation
      京都国際会館 (京都府)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 意思決定における報酬と痛みの主観的価値の統合に関するfMRI研究 (Integration of appetitive and aversive values in decision making: An fMRI study)

    • Author(s)
      丸山 雅紀, 吉田 和子, 石井 信, Ben Seymour
    • Organizer
      Neuro2013
    • Place of Presentation
      京都国際会館 (京都府)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Brain machine interface and decoding in mobile environments

    • Author(s)
      Ishii, S.
    • Organizer
      Modeling Neural Activity: Statistics, Dynamical Systems, and Networks
    • Place of Presentation
      Kauai Resort Marriott (アメリカ)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] System identification of cellular information processing

    • Author(s)
      Ishii, S.
    • Organizer
      IEEEEMBC Workshop on Systems Biology of Cellular Signaling
    • Place of Presentation
      Osaka International Convention Center (大阪府)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Prediction was predictable from human brain activity in frontal-parietal cortex

    • Author(s)
      Shikauchi, Y., Ishii, S.
    • Organizer
      CNS 2013
    • Place of Presentation
      University of Paris Descartes (フランス)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Fast approximation method for Gaussian process regression using hash function for non-uniformly distributed data

    • Author(s)
      Okadome, Y., Nakamura, Y., Shikauchi, Y., Ishii, S., & Ishiguro, H.
    • Organizer
      23rd International Conference on Artificial Neural Networks
    • Place of Presentation
      Technical University of Sofia (ブルガリア)
    • Related Report
      2013 Annual Research Report
  • [Presentation] ベイズ法に基づく顕微鏡画像超解像

    • Author(s)
      石井 信
    • Organizer
      第22回日本バイオイメージング学会学術集会
    • Place of Presentation
      東京大学 (東京都)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] fMRI 脳活動から prior belief を読み出す

    • Author(s)
      鹿内 友美, 石井 信
    • Organizer
      脳と心のメカニズム 第14回 冬のワークショップ
    • Place of Presentation
      ルスツリゾート (北海道)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 大規模fMRIデータベースからの脳活動表現の学習

    • Author(s)
      小山田 創哲, 鹿内 友美, 石井 信
    • Organizer
      脳と心のメカニズム 第14回 冬のワークショップ
    • Place of Presentation
      ルスツリゾート (北海道)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Deep Neural Netを用いた脳波デコーディング

    • Author(s)
      宮戸 岳, 大羽 成征, 森岡 博史, 石井 信
    • Organizer
      脳と心のメカニズム 第14回 冬のワークショップークショップ
    • Place of Presentation
      ルスツリゾート (北海道)
    • Related Report
      2013 Annual Research Report
  • [Presentation] BMIによるヘリコプター操縦のための相互学習

    • Author(s)
      櫻井 俊輔, 大羽 成征, 石井 信
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      玉川大学 (東京都)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 不完全情報ゲームに対する階層化したモンテカルロ探索とそのぷよぷよへの適用

    • Author(s)
      大月 龍, 前田 新一, 石井 信
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      玉川大学 (東京都)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 遮蔽識別付きベイズ追跡器を用いたカラー画像と深度画像からの複数特徴量の統合

    • Author(s)
      メシギ クロシ, 前田 新一, 大羽 成征, 石井 信
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      玉川大学 (東京都)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 構造化階層的隠れマルコフモデルとスケルトンデータを用いた行動認識

    • Author(s)
      澤田 智治, 前田 新一, 石井 信
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      玉川大学 (東京都)
    • Related Report
      2013 Annual Research Report
  • [Presentation] A system identification-based approach to neural system

    • Author(s)
      Ishii, S.
    • Organizer
      Nagoya International Symposium on Neural Circuit
    • Place of Presentation
      Nagoya University (愛知県)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Remarks] 研究代表者(石井信)ホームページ

    • URL

      http://ishiilab.jp/member/ishii/publications/

    • Related Report
      2014 Annual Research Report

URL: 

Published: 2012-04-24   Modified: 2019-07-29  

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