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MURATA Shingo  村田 真悟

ORCIDConnect your ORCID iD *help
Researcher Number 80778168
Other IDs
Affiliation (Current) 2025: 慶應義塾大学, 理工学部(矢上), 准教授
Affiliation (based on the past Project Information) *help 2024 – 2025: 慶應義塾大学, 理工学部(矢上), 准教授
2020 – 2024: 慶應義塾大学, 理工学部(矢上), 講師
2018 – 2019: 国立情報学研究所, 情報学プリンシプル研究系, 助教
2017: 早稲田大学, 理工学術院, 助手
Review Section/Research Field
Principal Investigator
Basic Section 61040:Soft computing-related / Soft computing
Except Principal Investigator
Medium-sized Section 62:Applied informatics and related fields / Medium-sized Section 61:Human informatics and related fields
Keywords
Principal Investigator
インタラクション / 予測符号化 / ニューラルネットワーク / 認知ロボティクス / ロボット / 世界モデル / 能動的推論 / 自由エネルギー原理 / 予測誤差最小化 / 神経回路モデル / 計算論的精神医学 … More
Except Principal Investigator
… More 精神疾患 / ニューラルネットワーク / 人工知能 / 計算論的精神医学 / 精神医学 / 深層学習 / 精神障害 Less
  • Research Projects

    (6 results)
  • Research Products

    (32 results)
  • Co-Researchers

    (9 People)
  •  Computational Nosology of Psychiatric Disorders: Towards a Next-Generation Disease Concepts via Integration of Dimensional and Categorical Perspectives

    • Principal Investigator
      山下 祐一
    • Project Period (FY)
      2025 – 2029
    • Research Category
      Grant-in-Aid for Scientific Research (A)
    • Review Section
      Medium-sized Section 62:Applied informatics and related fields
    • Research Institution
      National Center of Neurology and Psychiatry
  •  Robotic Interaction Framework Based on Free-Energy PrinciplePrincipal Investigator

    • Principal Investigator
      村田 真悟
    • Project Period (FY)
      2024 – 2026
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Review Section
      Basic Section 61040:Soft computing-related
    • Research Institution
      Keio University
  •  Understanding hierarchical statistical learning of sequential perception with dynamic multiple timescale models

    • Principal Investigator
      HEINRICH Stefan
    • Project Period (FY)
      2021 – 2024
    • Research Category
      Fund for the Promotion of Joint International Research (Fostering Joint International Research (B))
    • Review Section
      Medium-sized Section 61:Human informatics and related fields
    • Research Institution
      The University of Tokyo
  •  Computational nosology based on artificial intelligence and dimensional approach for psychiatric disorders

    • Principal Investigator
      山下 祐一
    • Project Period (FY)
      2020 – 2024
    • Research Category
      Grant-in-Aid for Scientific Research (A)
    • Review Section
      Medium-sized Section 62:Applied informatics and related fields
    • Research Institution
      National Center of Neurology and Psychiatry
  •  Synthetic Robotics Approaches for Understanding the Formation and Deformation of Cooperation between Agents Based on Predictive CodingPrincipal Investigator

    • Principal Investigator
      Murata Shingo
    • Project Period (FY)
      2019 – 2022
    • Research Category
      Grant-in-Aid for Early-Career Scientists
    • Review Section
      Basic Section 61040:Soft computing-related
    • Research Institution
      Keio University
      National Institute of Informatics
  •  Integrative understanding of various symptoms of psychiatric disorders by constructive approach using robotsPrincipal Investigator

    • Principal Investigator
      MURATA Shingo
    • Project Period (FY)
      2017 – 2019
    • Research Category
      Grant-in-Aid for Young Scientists (B)
    • Research Field
      Soft computing
    • Research Institution
      National Institute of Informatics
      Waseda University

All 2023 2022 2021 2020 2019 2018 2017

All Journal Article Presentation

  • [Journal Article] Toward Understanding Psychiatric and Cognitive Characteristics: A Deep Generative Model for Extracting Shared and Private Representations and Its Evaluation with Synthetic Multimodal Data2023

    • Author(s)
      Kusumoto Kaito、Murata Shingo
    • Journal Title

      Proceedings of IEEE International Conference on Development and Learning (ICDL)

      Volume: 2023 Pages: 455-460

    • DOI

      10.1109/icdl55364.2023.10364479

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-20H00625
  • [Journal Article] Interaction between Functional Connectivity and Neural Excitability in Autism: A Novel Framework for Computational Modeling and Application to Biological Data2023

    • Author(s)
      Yuta Takahashi, Shingo Murata, Masao Ueki, Hiroaki Tomita, Yuichi Yamashita
    • Journal Title

      Computational Psychiatry

      Volume: 7(1) Issue: 1 Pages: 14-29

    • DOI

      10.5334/cpsy.93

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-21K15723, KAKENHI-PROJECT-20H00001, KAKENHI-PROJECT-20H00625
  • [Journal Article] Deep Predictive Network for Inference and Dynamic Optimization of Task Goals during Human-Robot Collaboration2023

    • Author(s)
      Hiramatsu Shun, Murata Shingo
    • Journal Title

      Proceedings of the International Joint Conference on Neural Networks (IJCNN) 2023

      Volume: -

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-19K20364
  • [Journal Article] Application of Robotic Predicitve Learning to Computational Psychiatry2022

    • Author(s)
      Murata Shingo
    • Journal Title

      Journal of the Robotics Society of Japan

      Volume: 40 Issue: 9 Pages: 796-801

    • DOI

      10.7210/jrsj.40.796

    • ISSN
      0289-1824, 1884-7145
    • Language
      Japanese
    • Data Source
      KAKENHI-PROJECT-19K20364
  • [Journal Article] Paradoxical sensory reactivity induced by functional disconnection in a robot model of neurodevelopmental disorder2021

    • Author(s)
      Idei Hayato、Murata Shingo、Yamashita Yuichi、Ogata Tetsuya
    • Journal Title

      Neural Networks

      Volume: 138 Pages: 150-163

    • DOI

      10.1016/j.neunet.2021.01.033

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PUBLICLY-19H04998, KAKENHI-PROJECT-19J20281, KAKENHI-PROJECT-20H00625, KAKENHI-PROJECT-19K20364, KAKENHI-PROJECT-20H00001
  • [Journal Article] Neural network modeling of altered facial expression recognition in autism spectrum disorders based on predictive processing framework2021

    • Author(s)
      Takahashi Yuta、Murata Shingo、Idei Hayato、Tomita Hiroaki、Yamashita Yuichi
    • Journal Title

      Scientific Reports

      Volume: 11 Issue: 1 Pages: 1-14

    • DOI

      10.1038/s41598-021-94067-x

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-20H00625, KAKENHI-PROJECT-19J20281, KAKENHI-PROJECT-21K15723, KAKENHI-PROJECT-20H00001
  • [Journal Article] Homogeneous Intrinsic Neuronal Excitability Induces Overfitting to Sensory Noise: A Robot Model of Neurodevelopmental Disorder2020

    • Author(s)
      Idei Hayato、Murata Shingo、Yamashita Yuichi、Ogata Tetsuya
    • Journal Title

      Frontiers in Psychiatry

      Volume: 11 Pages: 762-762

    • DOI

      10.3389/fpsyt.2020.00762

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PUBLICLY-19H04998, KAKENHI-PROJECT-19J20281, KAKENHI-PROJECT-20H00625
  • [Journal Article] ミニレビュー 不確実性の推定と自閉スペクトラム症-神経ロボティクス実験による症状シミュレーション2020

    • Author(s)
      出井 勇人、村田 真悟、尾形 哲也、山下 祐一
    • Journal Title

      精神医学

      Volume: 62 Issue: 2 Pages: 219-229

    • DOI

      10.11477/mf.1405206009

    • ISSN
      0488-1281, 1882-126X
    • Year and Date
      2020-02-15
    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-19J20281, KAKENHI-PROJECT-17K12754, KAKENHI-PUBLICLY-19H04998
  • [Journal Article] Looking Back and Ahead: Adaptation and Planning by Gradient Descent2019

    • Author(s)
      Murata Shingo,Sawa Hiroki,Sugano Shigeki,Ogata Tetsuya
    • Journal Title

      Proceedings of the Ninth Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics (ICDL-EpiRob 2019)

      Volume: - Pages: 151-156

    • DOI

      10.1109/devlrn.2019.8850693

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-19K20364, KAKENHI-PROJECT-17K12754
  • [Journal Article] Large-scale Data Collection for Goal-directed Drawing Task with Self-report Psychiatric Symptom Questionnaires via Crowdsourcing2019

    • Author(s)
      Murata Shingo,Yanagida Hikaru,Katahira Kentaro,Suzuki Shinsuke,Ogata Tetsuya,Yamashita Yuichi
    • Journal Title

      Proceedings of the 2019 IEEE International Conference on Systems, Man, and Cybernetics (SMC 2019)

      Volume: - Pages: 3839-3845

    • DOI

      10.1109/smc.2019.8914041

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-17K12754
  • [Journal Article] A Neurorobotics Simulation of Autistic Behavior Induced by Unusual Sensory Precision2018

    • Author(s)
      Idei Hayato、Murata Shingo、Chen Yiwen、Yamashita Yuichi、Tani Jun、Ogata Tetsuya
    • Journal Title

      Computational Psychiatry

      Volume: 2 Issue: 0 Pages: 164-182

    • DOI

      10.1162/cpsy_a_00019

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-17K12754, KAKENHI-PUBLICLY-17H06039
  • [Journal Article] Mixing Actual and Predicted Sensory States based on Uncertainty Estimation for Flexible and Robust Robot Behavior2017

    • Author(s)
      S. Murata, W. Masuda, S. Tomioka, T. Ogata, and S. Sugano
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 10613 Pages: 11-18

    • DOI

      10.1007/978-3-319-68600-4_2

    • ISBN
      9783319685991, 9783319686004
    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-17K12754
  • [Presentation] A Deep Generative Model for Extracting Shared and Private Latent Representations from Multimodal Data2023

    • Author(s)
      Kusumoto, K., Murata, S
    • Organizer
      International Symposium on Predictive Brain and Cognitive Feelings
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-20H00625
  • [Presentation] Backward RNNを用いた階層的な潜在状態の動的推論2022

    • Author(s)
      大類有紀子, 村田真悟
    • Organizer
      日本発達神経科学会 第11回学術集会
    • Data Source
      KAKENHI-PROJECT-19K20364
  • [Presentation] Action Modification Based on Real-time Amortized Inference of Others' Intentions Using Backward RNN2022

    • Author(s)
      Orui Yukiko, Murata Shingo
    • Organizer
      The 54th ISCIE International Symposium on Stochastic Systems Theory and Its Applications (SSS '22)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K20364
  • [Presentation] マルチモーダルデータから共通・個別潜在表現を抽出する深層生成モデル2022

    • Author(s)
      楠本海斗, 村田真悟
    • Organizer
      人工知能学会全国大会2022
    • Data Source
      KAKENHI-PROJECT-20H00625
  • [Presentation] Backward RNNを用いた他者意図のリアルタイム推論に基づく行動修正の実現2022

    • Author(s)
      大類有紀子, 村田真悟
    • Organizer
      第40回日本ロボット学会学術講演会
    • Data Source
      KAKENHI-PROJECT-19K20364
  • [Presentation] 深層学習を用いた協働ロボットによる作業目標の推論と動的修正の実現2022

    • Author(s)
      平松駿, 村田真悟
    • Organizer
      人工知能学会全国大会2022
    • Data Source
      KAKENHI-PROJECT-19K20364
  • [Presentation] 脳内領域間機能的結合性の変調が自閉症症状を出現させるメカニズムについての計算論的精神医学研究2021

    • Author(s)
      高橋雄太,村田真悟,富田博秋,山下 祐一
    • Organizer
      第43回日本生物学的精神医学会年会
    • Data Source
      KAKENHI-PROJECT-20H00625
  • [Presentation] RNNを用いた予測不確実性と予測変化に基づく好奇心による行動選択モデルの提案2020

    • Author(s)
      樋園翼,斎藤菜美子,森裕紀,村田真悟,出井勇人,尾形哲也,菅野重樹
    • Organizer
      発達神経科学会 第9回学術集会
    • Data Source
      KAKENHI-PROJECT-19K20364
  • [Presentation] Unusual paradoxical sensory reactivities induced by functional disconnection: An embodied predictive processing model of neurodevelopmental disorder2020

    • Author(s)
      Idei H, Murata S, *Yamashita Y, *Ogata T
    • Organizer
      International Symposium on Artificial Intelligence and Brain Science
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-20H00625
  • [Presentation] 過去から未来までの文脈を考慮した神経回路モデルによるロボットの目標に基づいた柔軟な行動生成2020

    • Author(s)
      佐藤琢,村田真悟,出井勇人,尾形哲也
    • Organizer
      人工知能学会全国大会2020
    • Data Source
      KAKENHI-PROJECT-19K20364
  • [Presentation] 神経興奮性の変調による過学習と行動切り替えの困難さーRNNとロボットを用いた発達障害の知見の橋渡しー2019

    • Author(s)
      出井勇人,村田真悟,山下祐一,尾形哲也
    • Organizer
      発達神経科学学会 第8回学術集会
    • Data Source
      KAKENHI-PROJECT-17K12754
  • [Presentation] Analysis of Imitative Interactions between Typically Developed or Autistic Participants and a Robot with a Recurrent Neural Network2019

    • Author(s)
      Murata Shingo,Hirano Kai,Higashi Naoto,Kumagaya Shin-ichiro,Yamashita Yuichi,Ogata Tetsuya
    • Organizer
      The Ninth Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics (ICDL-EpiRob 2019)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-17K12754
  • [Presentation] 日本機械学会ロボティクス・メカトロニクス講演会20192019

    • Author(s)
      盧承彩,村田真悟,澤弘樹,尾形哲也,菅野重樹
    • Organizer
      インタラクション生成に必要な情報の選択モデルー情報の不確実性に着目したモデルの検証ー
    • Data Source
      KAKENHI-PROJECT-17K12754
  • [Presentation] Altered Sense of Self Induced by Functional Disconnection in a Hierarchical Neural Network: A Neuro-Robotics Study2018

    • Author(s)
      Idei Hayato, Murata Shingo, Yamashita Yuichi, and Ogata Tetsuya
    • Organizer
      International Consortium on Hallucination Research and Related Symptoms Kyoto Satellite Meeting (ICHR 2018 KYOTO)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-17K12754
  • [Presentation] RNNを備えたロボットと定型発達者/自閉スペクトラム症者の模倣インタラクションの解析2018

    • Author(s)
      村田真悟,平野加依,東直人,熊谷晋一郎,山下祐一,尾形哲也
    • Organizer
      発達神経科学学会 第7回大会
    • Data Source
      KAKENHI-PROJECT-17K12754
  • [Presentation] 神経階層間の機能的断裂がもたらす感覚不確実性の推定異常―再帰型神経回路モデルを用いた精神疾患モデリング―2018

    • Author(s)
      宗近亮弥,出井勇人,村田真悟,山下祐一,尾形哲也
    • Organizer
      発達神経科学学会 第7回大会
    • Data Source
      KAKENHI-PROJECT-17K12754
  • [Presentation] Reduced Behavioral Flexibility by Aberrant Sensory Precision in Autism Spectrum Disorder: A Neurorobotics Experiment2017

    • Author(s)
      H. Idei, S. Murata, Y. Chen, Y. Yamashita, J. Tani, and T. Ogata
    • Organizer
      The Seventh Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics (ICDL-EpiRob 2017)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-17K12754
  • [Presentation] ニューロンの興奮性の均一化による汎化と適応性の低下-人型ロボットを用いた精神障害モデリング-2017

    • Author(s)
      出井勇人,村田真悟,山下祐一,尾形哲也
    • Organizer
      発達神経科学学会 第6回大会
    • Data Source
      KAKENHI-PROJECT-17K12754
  • [Presentation] RNNを備えたロボットと人間の模倣インタラクションの解析2017

    • Author(s)
      村田真悟,東直人,平野加依,山下祐一,菅野重樹,尾形哲也
    • Organizer
      発達神経科学学会 第6回大会
    • Data Source
      KAKENHI-PROJECT-17K12754
  • [Presentation] Altered Behavioral Flexibility and Generalization Induced by Reduced Heterogeneity of Intrinsic Neuronal Excitability: A Neurorobotics Study2017

    • Author(s)
      H. Idei, S. Murata, Y. Yamashita, and T. Ogata
    • Organizer
      WPA XVII World Congress of Psychiatry
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-17K12754
  • 1.  山下 祐一 (40584131)
    # of Collaborated Projects: 2 results
    # of Collaborated Products: 5 results
  • 2.  片平 健太郎 (60569218)
    # of Collaborated Projects: 2 results
    # of Collaborated Products: 0 results
  • 3.  HEINRICH Stefan (30888912)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 4.  大黒 達也 (60886464)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 5.  国里 愛彦 (30613856)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 6.  高村 真広 (50720653)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 7.  杉原 玄一 (70402261)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 8.  鈴木 真介 (90525578)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 9.  高橋 雄太
    # of Collaborated Projects: 0 results
    # of Collaborated Products: 1 results

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