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Elucidation of the Neral Computation for Prediction and Decision Making

Administrative Group

Project AreaElucidation of neural computation for prediction and decision making: toward better human understanding and applications
Project/Area Number 23120001
Research Category

Grant-in-Aid for Scientific Research on Innovative Areas (Research in a proposed research area)

Allocation TypeSingle-year Grants
Review Section Complex systems
Research InstitutionOkinawa Institute of Science and Technology Graduate University

Principal Investigator

Doya Kenji  沖縄科学技術大学院大学, 神経計算ユニット, 教授 (80188846)

Co-Investigator(Kenkyū-buntansha) SAKAGAMI Masamichi  玉川大学, 脳科学研究所, 教授 (10225782)
OKAMOTO Hitoshi  国立研究開発法人理化学研究所, 発生遺伝子制御研究チーム, チームリーダー (40183769)
SHIBATA Tomohiro  九州工業大学, 生命体工学研究科, 教授 (40359873)
Co-Investigator(Renkei-kenkyūsha) OKADA Mitsuhiro  慶應義塾大学, 文学部, 教授 (30224025)
HIKIDA Takatoshi  京都大学, 医学研究科, 特定准教授 (70421378)
SUGIYAMA Masashi  東京大学, 新領域創成科学研究科, 教授 (90334515)
KIMURA Minoru  玉川大学, 脳科学研究所, 教授 (40118451)
IMAI Mutsumi  慶應義塾大学, 環境情報学部, 教授 (60255601)
TAKAHASHI Hidehiko  京都大学, 医学研究科, 准教授 (60415429)
Project Period (FY) 2011-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥89,700,000 (Direct Cost: ¥69,000,000、Indirect Cost: ¥20,700,000)
Fiscal Year 2015: ¥21,710,000 (Direct Cost: ¥16,700,000、Indirect Cost: ¥5,010,000)
Fiscal Year 2014: ¥15,730,000 (Direct Cost: ¥12,100,000、Indirect Cost: ¥3,630,000)
Fiscal Year 2013: ¥20,020,000 (Direct Cost: ¥15,400,000、Indirect Cost: ¥4,620,000)
Fiscal Year 2012: ¥16,380,000 (Direct Cost: ¥12,600,000、Indirect Cost: ¥3,780,000)
Fiscal Year 2011: ¥15,860,000 (Direct Cost: ¥12,200,000、Indirect Cost: ¥3,660,000)
Keywords神経科学 / 意思決定 / 強化学習 / 内部モデル / 脳内シュミレーション / 脳内シミュレーション
Outline of Final Research Achievements

The Planning and Executive Committee organized ten Area Meetings and two International Symposium on Prediction and Decision Making, which contributed to the establishment of a world-wide research network. The Research Support Committee organized six Open Tutorials and supported travels for exchanges of researchers across labs in the Area. The Public Relations Committee set up the Area Web Site and published nine Newsletters. As outreach activities, it supported summer schools, training courses, science classes for high school students, which contributed to training of young researchers and promotion of interests in science to students and school teachers.

Report

(6 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • Research Products

    (60 results)

All 2016 2015 2014 2013 2012 Other

All Journal Article (12 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 8 results,  Acknowledgement Compliant: 1 results,  Open Access: 6 results) Presentation (43 results) (of which Int'l Joint Research: 6 results,  Invited: 25 results) Remarks (4 results) Funded Workshop (1 results)

  • [Journal Article] Consensus Paper: Towards a Systems-Level View of Cerebellar Function: the Interplay Between Cerebellum, Basal Ganglia, and Cortex2016

    • Author(s)
      Caligiore D, Pezzulo G, Baldassarre G, Bostan A C., Strick P L., Doya K, Helmich R C., Dirkx M, Houk J, Jörntell H, Lago-Rodriguez A, Galea J M., Miall R. C, Popa T, Kishore A, Verschure P F.M.J., Zucca R,Herreros I
    • Journal Title

      The Cerebellum

      Volume: 15 Issue: 1 Pages: 1-27

    • DOI

      10.1007/s12311-016-0763-3

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Hierarchical control of goal-directed action in the cortical–basal ganglia network2015

    • Author(s)
      Balleine B, Dezfouli A, Ito M, Doya K
    • Journal Title

      Current Opinion in Behavioral Sciences

      Volume: 5 Pages: 1-7

    • DOI

      10.1016/j.cobeha.2015.06.001

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] 予測 大脳新皮質のベイジアンフィルタ仮説2015

    • Author(s)
      船水章大, 銅谷賢治
    • Journal Title

      生体の科学

      Volume: 66 Pages: 33-37

    • Related Report
      2014 Annual Research Report
  • [Journal Article] 報酬のための辛抱強さを調節するセロトニンの役割2015

    • Author(s)
      宮崎佳代子, 宮崎勝彦, 銅谷賢治
    • Journal Title

      生体の科学

      Volume: 66 Pages: 38-43

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Condition interference in rats performing a choice task with switched variable- and fixed-reward conditions.2015

    • Author(s)
      Funamizu A., Ito M., Doya K., Kanzaki R.,Takahashi H.
    • Journal Title

      Frontiers in Neuroscience

      Volume: 9 Pages: 27-27

    • DOI

      10.3389/fnins.2015.00027

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Distinct Neural Representation in the Dorsolateral, Dorsomedial, and Ventral Parts of the Striatum during Fixed- and Free-Choice Tasks2015

    • Author(s)
      Ito M., Doya K.
    • Journal Title

      Journal of Neuroscience

      Volume: 35 Issue: 8 Pages: 3499-3514

    • DOI

      10.1523/jneurosci.1962-14.2015

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Spiking Neural Network Model of Model-Free Reinforcement Learning with High-Dimensional Sensory Input and Perceptual Ambiguity2015

    • Author(s)
      Nakano T., Otsuka M., Yoshimoto J., Doya K.
    • Journal Title

      Plos one

      Volume: 10 Issue: 3 Pages: e0115620-e0115620

    • DOI

      10.1371/journal.pone.0115620

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Emergence of Polymorphic Mating Strategies in Robot Colonies2014

    • Author(s)
      Elfwing S., Doya K.
    • Journal Title

      Plos One

      Volume: 9 Issue: 4 Pages: e93622-e93622

    • DOI

      10.1371/journal.pone.0093622

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Optogenetic activation of dorsal raphe serotonin neurons enhances patience for future rewards.2014

    • Author(s)
      Miyazaki KW, Miyazaki K, Tanaka KF, Yamanaka A, Takahashi A, Tabuchi S, Doya K
    • Journal Title

      Curr Biol

      Volume: 24 Issue: 17 Pages: 2033-2040

    • DOI

      10.1016/j.cub.2014.07.041

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] うつ病の脳内メカニズム-Functional MRIを用いた検討2014

    • Author(s)
      岡田剛, 岡本泰昌, 志士田一宏, 上田一貴, 小野田慶一, 国里愛彦, 田中沙織, 銅谷賢治, 山脇成人
    • Journal Title

      精神神経学会雑誌

      Volume: 116 Pages: 825-831

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Expected energy-based restricted Boltzmann machine for classification2014

    • Author(s)
      Elfwing S.,Uchibe E., Doya K.
    • Journal Title

      Neural Networks

      Volume: 64 Pages: 29-38

    • DOI

      10.1016/j.neunet.2014.09.006

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Decision making2012

    • Author(s)
      Doya K
    • Journal Title

      Current Opinion Neurobiology

      Volume: 22 Issue: 6 Pages: 911-913

    • DOI

      10.1016/j.conb.2012.10.003

    • Related Report
      2011 Annual Research Report
  • [Presentation] Neural Mechanisms of Mental Simulation2016

    • Author(s)
      Doya K
    • Organizer
      McGovern Institute lecture series
    • Place of Presentation
      Peking University, Beijing, China
    • Year and Date
      2016-03-22
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 脳内シミュレーションの神経回路機構2016

    • Author(s)
      銅谷賢治
    • Organizer
      生理研シンポジウム「次ステージ機能生命科学の展望」
    • Place of Presentation
      岡崎コンファレンスセンター, 愛知県
    • Year and Date
      2016-03-10
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Neural Mechanisms of Decision Making and Mental Simulation2015

    • Author(s)
      Doya K
    • Organizer
      RIKEN BSI Retreat
    • Place of Presentation
      RIKEN Brain Science Institute, Wako, Saitama
    • Year and Date
      2015-12-02
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Artificial Intelligence and Brain Science2015

    • Author(s)
      Doya K
    • Organizer
      International Conference on Intelligent Informatics and Biomedical Sciences2015
    • Place of Presentation
      OIST
    • Year and Date
      2015-11-29
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Neuronal Mechanism of Reward-Based Learning and Decision2015

    • Author(s)
      Doya K
    • Organizer
      Brain Conference 2015; Joint Conference of KSBNS and KSND
    • Place of Presentation
      Korea Brain Research Institute, Daegu, KOREA
    • Year and Date
      2015-09-11
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 行動学習の多層的な表現・アルゴリズムとその制御2015

    • Author(s)
      銅谷賢治
    • Organizer
      日本発達神経科学学会第4回学術集会
    • Place of Presentation
      大阪大学
    • Year and Date
      2015-09-06
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Learning algorithms and the brain architecture; Bayesian inference and mental simulation2015

    • Author(s)
      Doya K
    • Organizer
      ISSA Summer School
    • Place of Presentation
      神戸大学惑星科学センター、兵庫
    • Year and Date
      2015-08-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 脳科学と機械学習2015

    • Author(s)
      銅谷賢治
    • Organizer
      応用脳科学コンソーシアム キックオフミーティング
    • Place of Presentation
      ベルサール神保町アネックス、東京
    • Year and Date
      2015-06-18
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Neural implementation of mental simulation2015

    • Author(s)
      Doya K
    • Organizer
      The 5th International conference on Cognitive Neurodynamics
    • Place of Presentation
      Sanya, China
    • Year and Date
      2015-06-05
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 辛抱強さとセロトニン2015

    • Author(s)
      宮崎勝彦
    • Organizer
      第92回日本生理学会大会
    • Place of Presentation
      神戸国際会議場
    • Year and Date
      2015-03-23
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] A Kinetic Signal Transduction Model for Structural Plasticity of Striatal Medium Spiny Neurons2015

    • Author(s)
      Yukinawa N., Doya K., Yoshimoto J.
    • Organizer
      The third annual Winter q-biio meeting
    • Place of Presentation
      Maui, Hawaii, USA
    • Year and Date
      2015-02-17 – 2015-02-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] ロボティクス、機械学習と脳科学2015

    • Author(s)
      銅谷賢治
    • Organizer
      沖縄総合事務局 第4回全国組込み産業フォーラム・地域連携セミナー
    • Place of Presentation
      那覇市,沖縄県
    • Year and Date
      2015-02-13
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 強化学習の脳機構:大脳基底核とドーパミン・セロトニンの役割2014

    • Author(s)
      銅谷賢治
    • Organizer
      第19回情動・社会行動と精神医学研究会
    • Place of Presentation
      京都大学芝蘭会館
    • Year and Date
      2014-12-19
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Machine learning and brain science2014

    • Author(s)
      Doya K.
    • Organizer
      14th International conference on Intelligent Systems Design and Applications (ISDA2014)
    • Place of Presentation
      OIST Seaside House
    • Year and Date
      2014-11-27
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Promotion of patience by dorsal raphe serotonin neuron activation depends on the certainty of future rewards2014

    • Author(s)
      Miyazaki Katsuhiko, Miyazaki Kayoko, Tanaka W., Yamanaka K., Takahashi.A., Doya K.
    • Organizer
      44th Annual Meeting of the Society for Neuroscience(SFN2014)
    • Place of Presentation
      Washington, D.C USA
    • Year and Date
      2014-11-16
    • Related Report
      2014 Annual Research Report
  • [Presentation] Action-dependent state prediction in the parietal cortex of mouse during a virtual navigation task2014

    • Author(s)
      Funamizu A., Kuhn B., Doya K.
    • Organizer
      44th Annual Meeting of the Society for Neuroscience(SFN2014)
    • Place of Presentation
      Washington, D.C USA
    • Year and Date
      2014-11-15 – 2014-11-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] Selective activation of columnar neural population by lateral inhibition in a realistic model of primary motor cortex2014

    • Author(s)
      Igarashi J., Moren J., Yoshimoto J., Doya K.
    • Organizer
      44th Annual Meeting of the Society for Neuroscience(SFN2014)
    • Place of Presentation
      Washington, D.C USA
    • Year and Date
      2014-11-15
    • Related Report
      2014 Annual Research Report
  • [Presentation] 観測と制御の双対性と脳アーキテクチャー2014

    • Author(s)
      銅谷賢治
    • Organizer
      第57回自動制御連合講演会
    • Place of Presentation
      天坊ホテル(群馬県伊香保)
    • Year and Date
      2014-11-11
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Obtaining reward functions of rats using inverse reinforcement learning2014

    • Author(s)
      Sezener C.E., Uchibe E., Doya K.
    • Organizer
      Turkish Autonomous Robots Conference
    • Place of Presentation
      Ankara, Turkey
    • Year and Date
      2014-11-06 – 2014-11-07
    • Related Report
      2014 Annual Research Report
  • [Presentation] ロボットと脳の強化学習2014

    • Author(s)
      銅谷賢治
    • Organizer
      第 160回 ヒューマンコンピュータインタラクション研究会
    • Place of Presentation
      OISTシーサイドハウス
    • Year and Date
      2014-10-14
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Toward the neurophysiology of mental simulation2014

    • Author(s)
      Doya K.
    • Organizer
      17th World Congress of Psychophysiology (IOP2014)
    • Place of Presentation
      International Conference Center Hiroshima
    • Year and Date
      2014-09-24
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 機械学習と脳科学2014

    • Author(s)
      銅谷賢治
    • Organizer
      第24回インテリジェント・システム・シンポジウムFAN2014
    • Place of Presentation
      北見工業大学,北海道
    • Year and Date
      2014-09-18 – 2014-09-19
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 一次運動皮質モデルの水平結合による出力選択2014

    • Author(s)
      五十嵐潤, モレンヤン, 吉本潤一郎, 銅谷賢治
    • Organizer
      Neuroscience 2014
    • Place of Presentation
      パシフィコ横浜
    • Year and Date
      2014-09-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] Dissociation of working memory-based and value-based strategies in a free-choice task2014

    • Author(s)
      Ito M.
    • Organizer
      Neuroscience 2014
    • Place of Presentation
      パシフィコ横浜
    • Year and Date
      2014-09-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] 二光子顕微鏡法によるマウス頭頂葉の行動依存的な状態予測の解明/Investigation of action-dependent state prediction in the mouse parietal cortex with two-photon microscopy2014

    • Author(s)
      Funamizu A.
    • Organizer
      Neuroscience 2014
    • Place of Presentation
      パシフィコ横浜
    • Year and Date
      2014-09-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] Neural representation of task-level and motor information in the cortico-basal ganglia loops2014

    • Author(s)
      Yoshizawa T., Ito M., Doya K.
    • Organizer
      Neuroscience 2014
    • Place of Presentation
      パシフィコ横浜
    • Year and Date
      2014-09-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] 密度比推定を用いた逆強化学習法2014

    • Author(s)
      内部英治, 銅谷賢治
    • Organizer
      第32回日本ロボット学会学術講演会
    • Place of Presentation
      九州産業大学, 福岡
    • Year and Date
      2014-09-04 – 2014-09-06
    • Related Report
      2014 Annual Research Report
  • [Presentation] Combining learned controllers to achieve new goals based on linearly solvable MDPs2014

    • Author(s)
      Uchibe E. Doya K
    • Organizer
      IEEE International Conference on Robotics and Automation
    • Place of Presentation
      Hong Kong
    • Year and Date
      2014-05-31 – 2014-06-07
    • Related Report
      2014 Annual Research Report
  • [Presentation] Multi-scale modeling of the brain and the body2014

    • Author(s)
      Doya K
    • Organizer
      The 91st Annual Meeting of the Physiology Society of Japan, Special Lecture Series in Kagoshima, Current Status of Physiome & Systems Biology: the Efforts in Japan
    • Place of Presentation
      Kgoshima, Kagoshima
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Bayesian co-clusgtering analysis of resting-state MRI data: Toward elucidating the pathophysiology of depression2014

    • Author(s)
      Tokuda T, Yoshimoto J, Shimizu Y, Yoshida K, Toki S, Takamura M, Yamamoto T, Yoshimura S, Okamoto Y, Yamawaki S, Yahata N, Doya K
    • 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
      Rusutsu, Hokkaido
    • Related Report
      2013 Annual Research Report
  • [Presentation] Mathematical modeling and machine learning can extend the horizons of neuroscience2013

    • Author(s)
      Doya K
    • Organizer
      Neuro2013:WFSBP-Neuro Joint Symposium 2
    • Place of Presentation
      Kyoto, Kyoto
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Prediction, confidence, and patience2013

    • Author(s)
      Doya K
    • Organizer
      International Symposium on Prediction and Decision Making
    • Place of Presentation
      Kyoto, Kyoto
    • Related Report
      2013 Annual Research Report
  • [Presentation] Multiple clustering analysis of resting-state fMRI data: Toward elucidating the pathophysiology of depression2013

    • Author(s)
      Tokuda T, Yoshimoto J, Shimizu Y, Toki S, Takamura M, Yamamoto T, Yoshimura S, Okamoto Y, Yamawaki S, Doya K
    • Organizer
      包括脳ネットワーク 夏のワークショップ2013
    • Place of Presentation
      Nagoya, Nagoya
    • Related Report
      2013 Annual Research Report
  • [Presentation] Data-dimension reduction using multiple Gaussian clustering: Application to resting state fMRI2013

    • Author(s)
      Tokuda T,Yoshimoto J, Shimizu Y, Toki S, Takamura M, Yamamoto T, Yoshimura S, Okamoto Y, Yamawaki S, Doya K
    • Organizer
      NIPS2013
    • Place of Presentation
      Lake Tahoe, Nevada, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] How experience affects: decision making2013

    • Author(s)
      伊藤真
    • Organizer
      新学術領域研究「予測と意思決定」主催-SSHサイエンス先端講座2
    • Place of Presentation
      Nara, Nara
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Bayesian co-clustering analysis of questionnaire data from normal and depressive subjects2013

    • Author(s)
      Yoshimoto J, Shimizu Y, Tokuda T, Takamura M, Yoshimura S, Okamoto Y, Yamawaki S, Doya K
    • Organizer
      脳と心のメカニズム 第13回冬のワークショップ
    • Place of Presentation
      Rusutsu, Hokkaido
    • Related Report
      2012 Annual Research Report
  • [Presentation] Bayesian co-clustering analysis of resting-state MRI data: Toward elucidating the pathophisiology of depression2013

    • Author(s)
      Tokuda T, J, Yoshimoto J, Shimizu Y, Takamura M, Yoshimura S, Okamoto Y, Yamawaki S, Doya K
    • Organizer
      脳と心のメカニズム 第13回冬のワークショップ
    • Place of Presentation
      Rusutsu, Hokkaido
    • Related Report
      2012 Annual Research Report
  • [Presentation] Multiple strategies for decision making2012

    • Author(s)
      Doya K
    • Organizer
      SBDM 2012
    • Place of Presentation
      Paris, France
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Reinforcement learning and the basal ganglia2012

    • Author(s)
      Doya K
    • Organizer
      CogSci2012:
    • Place of Presentation
      Sapporo, Hokkaido
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Model-free and Model-based Reinforcement Learning2012

    • Author(s)
      Doya K
    • Organizer
      The 76th Annual Convention of the Japanese Psychological Association
    • Place of Presentation
      Kawasaki, Kanagawa
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] The theory of reinforcement learning and the neurobiology of decision making2012

    • Author(s)
      Doya K
    • Organizer
      JNNS2012
    • Place of Presentation
      Nagoya, Nagoya
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Decision making, learning and rationality2012

    • Author(s)
      Doya K
    • Organizer
      the 45th Annual Meeting of Philosophy of Science Society
    • Place of Presentation
      Miyazaki, Miyazaki
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Reinforcement learning and science of mind2012

    • Author(s)
      Doya K
    • Organizer
      Tamagawa University Globall COE Program Open Symposium
    • Place of Presentation
      Machida, Tokyo
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Remarks] 「予測と意思決定」新学術領域webページ

    • URL

      http://www.decisions.jp

    • Related Report
      2015 Annual Research Report 2014 Annual Research Report
  • [Remarks] 「予測と意思決定」新学術領域webページ

    • URL

      http://www.decisions.jp

    • Related Report
      2013 Annual Research Report
  • [Remarks] 「予測と意思決定」新学術領域webページ

    • URL

      http://www.decisions.jp

    • Related Report
      2012 Annual Research Report
  • [Remarks] 「予測と意思決定」新学術領域webページ

    • URL

      http://www.decisions.jp

    • Related Report
      2011 Annual Research Report
  • [Funded Workshop] International Symposium on Prediction and Decision Making 20152015

    • Place of Presentation
      Koshiba Hall, The University of Tokyo
    • Year and Date
      2015-10-31
    • Related Report
      2015 Annual Research Report

URL: 

Published: 2011-08-01   Modified: 2019-07-29  

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