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A GENERALIZATION OF THE CONCEPT OF CURIOSITY BASED ON DISTANCE OF PROBABILISTIC DISTRIBUTIONS AND ITS APPLICATION TO AUTONOMOUS DEVELOPMENT OF ROBOTS

Research Project

Project/Area Number 21500218
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Sensitivity informatics/Soft computing
Research InstitutionKyushu Institute of Technology

Principal Investigator

MASAHIRO Nagamatu (2010-2011)  九州工業大学, 生命体工学研究科, 教授 (70117307)

石川 眞澄 (2009)  Kyushu Institute of Technology, 大学院・生命体工学研究科, 教授 (60222973)

Co-Investigator(Kenkyū-buntansha) HORIO Keiichi  九州工業大学, 生命体工学研究科, 准教授 (70363413)
永松 正博  九州工業大学, 大学院・生命体工学研究科, 教授 (70117307)
Co-Investigator(Renkei-kenkyūsha) ISHIKAWA Masumi  九州工業大学, 生命体工学研究科, 教授 (60222973)
Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2011: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2010: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2009: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
KeywordsSurprise / 好奇心 / 確率分布 / 強化学習 / 自己位置推定 / 探索 / surprize / 移動ロボット / SLAM / 本能的欲求 / 最適化 / 制約充足 / 神経回路網 / surprise / 発達 / 解空間探索 / 経路計画 / Kullback-Leibler情報量
Research Abstract

The curiosity and instinctive desires are useful for autonomous development, learning, behavior acquisition and space exploration for robots. In this study we define the curiosity and instinctive desires properly, and show how these can be used effectively for robust behavior selection and quick inference for the self-localization of autonomous robots, quick behavior acquisition in pursuit games, and solution space exploration in the optimization problems and layout problems.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (61 results)

All 2012 2011 2010 2009

All Journal Article (19 results) (of which Peer Reviewed: 19 results) Presentation (42 results)

  • [Journal Article] 強化学習と情動学習に基づく意思決定法:利己的な判断による協調行動の創発2012

    • Author(s)
      三澤秀明, 松田充史, 堀尾恵一
    • Journal Title

      知能と情報(日本知能情報ファジィ学会誌)

      Volume: Vol.24 Pages: 582-591

    • NAID

      130002096902

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Extrapolation of Group Proximity from Member Relations Using Embedding and Distribution Mapping2012

    • Author(s)
      H. Misawa, K. Horio, N. Morotomi, K. Fukuda, H. Taniguchi
    • Journal Title

      IEICE Trans. on Information and Systems

      Volume: Vol.E95-D Pages: 804-811

    • NAID

      10030611655

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Extrapolation of Group Proximity from Member Relations Using Embedding and Distribution Mapping2012

    • Author(s)
      H.Misawa, K.Horio, N.Morotomi, K.Fukuda, H.Taniguchi
    • Journal Title

      IEICE Trans.on Information and Systems

      Volume: E95-D Pages: 804-811

    • NAID

      10030611655

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] モーションサンプルと窓を使用した粒子フィルタによる複数移動物体の追跡2011

    • Author(s)
      佐藤肇展, 田中佑季, 永松正博
    • Journal Title

      バイオメディカル・ファジー・システム学会誌

      Volume: Vol.13 Pages: 41-48

    • NAID

      110008686334

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Multi-space Competitive DGA for Model Selection and its Application to Localization of Multiple Signal Sources2011

    • Author(s)
      S.Ishikawa, H.Misawa, R.Kubota, T.Tokiwa, K.Horio, T.Yamakawa
    • Journal Title

      Journal of Advanced Computational Intelligence & Intelligent Informatics

      Volume: 15 Pages: 1320-1328

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Visualization of Multiple Class Proximity Data Using Proximity Embedding and a Self-Organizing Network2011

    • Author(s)
      Hideaki Misawa, Keiichi Horio, Kuzamasa Fukuda, Naoko Ueda, Hatsumi Toniguchi
    • Journal Title

      ICIC Express Letters Part B

      Volume: Vol.2, No.2(In press)

    • NAID

      40018778447

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Visualization and Analysis of Mental States Based on Photoplethysmogram2010

    • Author(s)
      Li Ying, Keiichi Horio
    • Journal Title

      ICIC Express Letters

      Volume: Vol.4, No.3(B) Pages: 923-928

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Constraint Satisfaction with Neural Network for Trajectory Planning2010

    • Author(s)
      Shinji Nagano, Yoichi Fujimoto, Masahiro Nagamatu
    • Journal Title

      Studies in Computational Intelligence, Springer, 226

      Pages: 69-72

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Task segmentation in a mobile robot by mnSOM and clustering with spatio-temporal contiguity2009

    • Author(s)
      Muhammad Aziz Muslim, Masumi Ishikawa, Tetsuo Furukawa
    • Journal Title

      International Journal of Innovative Computing, Information & Control

      Volume: Vol.5 Pages: 865-875

    • NAID

      120002441406

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Trajectory Planning with Dynamics Constraints for an Underactuated Manipulator2009

    • Author(s)
      Yuya Nishida, Masahiro Nagamatu
    • Journal Title

      Lecture Notes in Computer Science, Springer

      Volume: Vol.5506 Pages: 787-793

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Emergence of Behaviors based on the Desire for Existence by Reinforcement Learning2009

    • Author(s)
      Mikio Morita, Masumi Ishikawa
    • Journal Title

      Lecture Notes in Computer Science, Springer

      Volume: Vol.5506 Pages: 762-769

    • NAID

      110007324955

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Emergence of Behaviors based on the Desire for Existence by Reinforcement Learning2009

    • Author(s)
      Mikio Morita, Masumi Ishikawa
    • Journal Title

      Lecture Notes in Computer Science, Springer 5506

      Pages: 762-769

    • NAID

      110007324955

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Trajectory Planning with Dynamics Constraints for an Underactuated Manipulator2009

    • Author(s)
      Yuya Nishida, Masahiro Nagamatu
    • Journal Title

      Lecture Notes in Computer Science, Springer 5506

      Pages: 787-793

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Task segmentation in a mobile robot by mnSOM and clustering with spatio-temporal contiguity2009

    • Author(s)
      Muhammad Aziz Muslim, Masumi Ishikawa, Tetsuo Furukawa
    • Journal Title

      International Journal of Innovative Computing, Information & Control 5

      Pages: 865-875

    • NAID

      120002441406

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Brain-Inspired Emergence of Behaviors Based on Values and Curiosity in Mobile Robots2009

    • Author(s)
      Masumi Ishikawa, Masahiro Nagamatsu, Takao Hagiwara, Naoyuki Yamamoto, Fumiko Kiriake, Takehiko Nishida, Takeshi Yamakawa, Kazuo Ishii, Hideki Nakagawa, Hong Zhang
    • Journal Title

      Brain-Inspired Information Technology 266

      Pages: 33-38

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Emergence of Behaviors by Reinforcement Learning Based on the Desire for Existence2009

    • Author(s)
      Takao Hagiwara, Masumi Ishikawa
    • Journal Title

      Brain-Inspired Information Technology 266

      Pages: 39-44

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Classification and Novelty Detection of Omni-view Images Taken from a Mobile Robot2009

    • Author(s)
      Fumiko Kiriake, Masumi Ishikawa
    • Journal Title

      Brain-Inspired Information Technology 266

      Pages: 45-49

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Curiosity and Boredom Based on Prediction Error as Novel Internal Rewards2009

    • Author(s)
      Naoyuki Yamamoto, Masumi Ishikawa
    • Journal Title

      Brain-Inspired Information Technology 266

      Pages: 51-55

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Skill Transfer of a Mobile Robot Obtained by Reinforcement Learning to a Different Mobile Robot2009

    • Author(s)
      Keiji Kamei, Masumi Ishikawa
    • Journal Title

      Brain-Inspired Information Technology 266

      Pages: 57-62

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] Stress State Estimation Based on Photoplethysmogram Dynamics, Int. Workshop on Nonlinear Circuits2012

    • Author(s)
      Y. Li, K. Horio
    • Organizer
      Communication and Signal Processing
    • Place of Presentation
      ホノルル
    • Year and Date
      2012-03-06
    • Related Report
      2011 Final Research Report
  • [Presentation] Stress State Estimation Based on Photoplethysmogram Dynamics2012

    • Author(s)
      Y.Li, K.Horio
    • Organizer
      Int.Workshop on Nonlinear Circuits, Communication and Signal Processing
    • Place of Presentation
      ホノルル
    • Year and Date
      2012-03-06
    • Related Report
      2011 Annual Research Report
  • [Presentation] Relational Higher-Rank SOM for Bacterial Flora Analysis2011

    • Author(s)
      H.Misawa, K.Horio, N.Morotomi, K.Fukuda, H.Taniguchi
    • Organizer
      Int.Workshop on Smart Info-Media Systems in Asia
    • Place of Presentation
      長崎市
    • Year and Date
      2011-11-01
    • Related Report
      2011 Annual Research Report
  • [Presentation] 選言的制約充足手法を用いたUMLクラス図の自動レイアウト2011

    • Author(s)
      上田敏雄, 永松正博
    • Organizer
      バイオメディカルファジィシステム学会, 2011年度年次大会
    • Place of Presentation
      山口大学(山口)
    • Year and Date
      2011-10-29
    • Related Report
      2011 Final Research Report
  • [Presentation] 粒子フィルタと窓を使用したジェスチャ追跡2011

    • Author(s)
      佐藤肇展, 永松正博
    • Organizer
      バイオメディカルファジィシステム学会2011年度年次大会
    • Place of Presentation
      山口市山口大学
    • Year and Date
      2011-10-29
    • Related Report
      2011 Annual Research Report
  • [Presentation] 品質を考慮に入れたスケジューリング問題に関する研究2011

    • Author(s)
      森重良太, 永松正博
    • Organizer
      バイオメディカルファジィシステム学会2011年度年次大会
    • Place of Presentation
      山口市山口大学
    • Year and Date
      2011-10-29
    • Related Report
      2011 Annual Research Report
  • [Presentation] 車両型ロボットの経路探索に関する研究2011

    • Author(s)
      工藤幸二, 永松正博
    • Organizer
      バイオメディカルファジィシステム学会2011年度年次大会
    • Place of Presentation
      山口市山口大学
    • Year and Date
      2011-10-29
    • Related Report
      2011 Annual Research Report
  • [Presentation] オフショア開発におけるプロジェクト管理の最適化2011

    • Author(s)
      倉田孝之, 永松正博
    • Organizer
      バイオメディカルファジィシステム学会2011年度年次大会
    • Place of Presentation
      山口市山口大学
    • Year and Date
      2011-10-29
    • Related Report
      2011 Annual Research Report
  • [Presentation] 選言的制約充足手法を用いたUMLクラス図の自動レイアウト2011

    • Author(s)
      上田敏雄, 永松正博
    • Organizer
      バイオメディカルファジィシステム学会2011年度年次大会
    • Place of Presentation
      山口市山口大学
    • Year and Date
      2011-10-29
    • Related Report
      2011 Annual Research Report
  • [Presentation] クラウドサービスにおける仮想サーバー物理サーバ割当に関する最適化2011

    • Author(s)
      岡崎正剛, 永松正博
    • Organizer
      バイオメディカルファジィシステム学会2011年度年次大会
    • Place of Presentation
      山口市山口大学
    • Year and Date
      2011-10-29
    • Related Report
      2011 Annual Research Report
  • [Presentation] Decision Making Based on Reinforcement Learning and Emotion Learning for Social Behavior2011

    • Author(s)
      A.Matsuda, H.Misawa, K.Horio
    • Organizer
      IEEE Int.Conf.on Fuzzy Systems (FUZZ-IEEE)
    • Place of Presentation
      台北
    • Year and Date
      2011-06-29
    • Related Report
      2011 Annual Research Report
  • [Presentation] 強化学習と情動学習に基づいた意志決定法による自律エージェントの社会的行動の創発2011

    • Author(s)
      松田充史, 三澤秀明, 堀尾恵一
    • Organizer
      第1回日本知能情報ファジィ学会九州支部学生部会研究発表会
    • Place of Presentation
      佐賀大(佐賀)
    • Year and Date
      2011-03-05
    • Related Report
      2011 Final Research Report
  • [Presentation] 強化学習と情動学習に基づいた意志決定法による自律エージェントの社会的行動の創発2011

    • Author(s)
      松田充史, 三澤秀明, 堀尾恵一
    • Organizer
      第1回 日本知能情報ファジィ学会九州支部学生部会研究発表会
    • Place of Presentation
      佐賀市
    • Year and Date
      2011-03-05
    • Related Report
      2010 Annual Research Report
  • [Presentation] 情動経験に基づく判断を有する自律エージェントによる協調行動と環境変化への適応について2010

    • Author(s)
      松田充史, 三澤秀明, 堀尾恵一
    • Organizer
      第12回 日本知能情報ファジィ学会九州支部学術講演会
    • Place of Presentation
      北九州市
    • Year and Date
      2010-12-11
    • Related Report
      2010 Annual Research Report
  • [Presentation] Using the Internal Rewards for a Mobile Robot to Survive and Perform a Task Effectively2010

    • Author(s)
      Mikio Morita, Masumi Ishikawa, Masahiro Nagamatu
    • Organizer
      Annual Conference of Biomedical Fuzzy Association(BMFSA 2010)
    • Place of Presentation
      Kitakyushu(Japan)
    • Year and Date
      2010-10-09
    • Related Report
      2011 Final Research Report
  • [Presentation] 情動に基づく判断を有する自律エージェントの開発2010

    • Author(s)
      松田充史, 堀尾恵一
    • Organizer
      第18回 電子情報通信学会九州支部 学生会講演会
    • Place of Presentation
      福岡市
    • Year and Date
      2010-09-24
    • Related Report
      2010 Annual Research Report
  • [Presentation] 知性獲得への自己組織的アプローチ(特別講演)2010

    • Author(s)
      石川眞澄
    • Organizer
      第11回自己組織化マップ研究会
    • Place of Presentation
      北九州市
    • Year and Date
      2010-03-15
    • Related Report
      2009 Annual Research Report
  • [Presentation] Dual Map Building and Localization for Mobile Robots Based on Panoramic Images2010

    • Author(s)
      Youbo Cai, Masumi Ishikawa
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Place of Presentation
      東京都町田市
    • Year and Date
      2010-03-09
    • Related Report
      2009 Annual Research Report
  • [Presentation] 画像特徴抽出フィルタの学習に基づくロボットの位置推定2010

    • Author(s)
      大木万里子, 石川眞澄
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Place of Presentation
      東京都町田市
    • Year and Date
      2010-03-09
    • Related Report
      2009 Annual Research Report
  • [Presentation] 進化型モジュールネットワークとモジュール型強化学習を用いた階層型アーキテクチャ2010

    • Author(s)
      金源直幸, 石川眞澄
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Place of Presentation
      東京都町田市
    • Year and Date
      2010-03-09
    • Related Report
      2009 Annual Research Report
  • [Presentation] 強化学習を用いた変動環境下の最短経路探索2010

    • Author(s)
      甲斐孝史, 石川眞澄
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Place of Presentation
      東京都町田市
    • Year and Date
      2010-03-09
    • Related Report
      2009 Annual Research Report
  • [Presentation] The Decision making Method Based on Emotional Judgement2010

    • Author(s)
      Keiichi Horio, Atsushi Matsuda
    • Organizer
      World Automation Congress
    • Place of Presentation
      Kobe, Japan
    • Related Report
      2010 Annual Research Report
  • [Presentation] Using the Internal Rewards for a Mobile Robot to Survive and Perform a Task Effectively2010

    • Author(s)
      Mikio Morita, Masumi Ishikawa, Masahiro Nagamatu
    • Organizer
      Annual Conference of Biomedical Fuzzy Association (BMFSA 2010)
    • Place of Presentation
      Kitakyushu, Japan
    • Related Report
      2010 Annual Research Report
  • [Presentation] Using Restricted Weight Update in Lagrangian Method for Optimization Problem2010

    • Author(s)
      Yoichi Fujimoto, Jagath Weerasinghe, Masahiro Nagamatu
    • Organizer
      Annual Conference of Biomedical Fuzzy Association (BMFSA 2010)
    • Place of Presentation
      Kitakyushu, Japan
    • Related Report
      2010 Annual Research Report
  • [Presentation] モーションサンプルと窓を使用した複数移動物体の追跡2010

    • Author(s)
      佐藤肇展, 田中佑季, 永松正博
    • Organizer
      バイオメディカルファジィシステム学会2010年度年次大会
    • Place of Presentation
      北九州市
    • Related Report
      2010 Annual Research Report
  • [Presentation] Lagrangian Method for Solving Software-MCU Assignment Problem2009

    • Author(s)
      Jagath Weerasinghe, Masahiro Nagamatu
    • Organizer
      The Fourth IEEE International Conference on In dustrial and Information Systems(2009)
    • Place of Presentation
      University of Peradeniya, Sri Lanka
    • Year and Date
      2009-12-31
    • Related Report
      2009 Annual Research Report
  • [Presentation] Surprise-driven exploration with Rao-Blackwellized particle filters for efficiently constructing occupancy grid maps2009

    • Author(s)
      Youbo Cai, Masumi Ishikawa
    • Organizer
      ICONIP2009
    • Place of Presentation
      Bangkok, Thailand
    • Year and Date
      2009-12-04
    • Related Report
      2009 Annual Research Report
  • [Presentation] Using Long and Short Term Memories in Solving Optimization Problems2009

    • Author(s)
      Masahiro Nagamatul, Jagath Weerasinghe
    • Organizer
      ICONIP2009
    • Place of Presentation
      Bangkok, Thailand
    • Year and Date
      2009-12-04
    • Related Report
      2009 Annual Research Report
  • [Presentation] Origins of Intelligence--Segmentation and Curiosity(invited talk)2009

    • Author(s)
      Masumi Ishikawa
    • Organizer
      ICONIP2009
    • Place of Presentation
      Bangkok, Thailand
    • Year and Date
      2009-12-02
    • Related Report
      2009 Annual Research Report
  • [Presentation] 車両型ロボットの経路プランニングに関する研究2009

    • Author(s)
      佐藤雅彦, 永松正博
    • Organizer
      第17回電子情報通信学会九州支部学生会講演会
    • Place of Presentation
      九州工業大学(飯塚)
    • Year and Date
      2009-09-30
    • Related Report
      2011 Final Research Report
  • [Presentation] 小売店における商品配置の最適化に関する研究2009

    • Author(s)
      熊田友也, 永松正博
    • Organizer
      第17回電子情報通信学会九州支部学生会講演会
    • Place of Presentation
      九州工業大学飯塚市
    • Year and Date
      2009-09-30
    • Related Report
      2009 Annual Research Report
  • [Presentation] Solving optimization problem for car electronics system2009

    • Author(s)
      Weerasinghe Jagath, 永松正博
    • Organizer
      第17回電子情報通信学会九州支部学生会講演会
    • Place of Presentation
      九州工業大学飯塚市
    • Year and Date
      2009-09-30
    • Related Report
      2009 Annual Research Report
  • [Presentation] 車両型ロボットの経路プランニングに関する研究2009

    • Author(s)
      佐藤雅彦, 永松正博
    • Organizer
      第17回電子情報通信学会九州支部学生会講演会
    • Place of Presentation
      九州工業大学飯塚市
    • Year and Date
      2009-09-30
    • Related Report
      2009 Annual Research Report
  • [Presentation] ビデオ映像からの物体追跡に関する研究2009

    • Author(s)
      田中佑季, 永松正博
    • Organizer
      第17回電子情報通信学会九州支部学生会講演会
    • Place of Presentation
      九州工業大学飯塚市
    • Year and Date
      2009-09-30
    • Related Report
      2009 Annual Research Report
  • [Presentation] Performance Comparison of Surprise and Information Gain in Building a Grid-based Map with Rao-Blackwellized Particle Filters2009

    • Author(s)
      蔡幼波, 石川眞澄
    • Organizer
      日本神経回路学会第19回全国大会
    • Place of Presentation
      仙台
    • Year and Date
      2009-09-26
    • Related Report
      2011 Final Research Report 2009 Annual Research Report
  • [Presentation] 確率的環境変化検出による強化学習の環境変化適応の高速化2009

    • Author(s)
      亀井圭史, 石川眞澄
    • Organizer
      日本神経回路学会第19回全国大会
    • Place of Presentation
      仙台
    • Year and Date
      2009-09-26
    • Related Report
      2009 Annual Research Report
  • [Presentation] Hierarchical architecture with modular network SOM and modular reinforcement learning2009

    • Author(s)
      Masumi Ishikawa, Kosuke Ueno
    • Organizer
      ICANN 2009
    • Place of Presentation
      Limassol, Cyprus
    • Year and Date
      2009-09-15
    • Related Report
      2009 Annual Research Report
  • [Presentation] Emergence of Efficient Behaviors by Intrinsic Motivation2009

    • Author(s)
      Masumi Ishikawa, Youbo Cai, Yoshifumi Tanaka
    • Organizer
      The 9th Postech-Kyutech Joint Workshop
    • Place of Presentation
      Pohang, Korea
    • Year and Date
      2009-08-25
    • Related Report
      2009 Annual Research Report
  • [Presentation] Surprise-driven Exploration with Rao-Blackwellized Particle Filters2009

    • Author(s)
      Youbo Cai, Masumi Ishikawa
    • Organizer
      The 9th Postech-Kyutech Joint Workshop
    • Place of Presentation
      Pohang, Korea
    • Year and Date
      2009-08-25
    • Related Report
      2009 Annual Research Report
  • [Presentation] Emergence of Behaviors based on the Desire for Existence by Reinforcement Learning2009

    • Author(s)
      Mikio Morita, Masumi Ishikawa
    • Organizer
      The 9th Postech-Kyutech Joint Workshop
    • Place of Presentation
      Pohang, Korea
    • Year and Date
      2009-08-25
    • Related Report
      2009 Annual Research Report
  • [Presentation] Reinforcement learning with internal rewards based on error in a grid-based map2009

    • Author(s)
      Masumi Ishikawa, Yoshifumi Tanaka
    • Organizer
      IMS2009
    • Place of Presentation
      Kunming, China
    • Year and Date
      2009-07-22
    • Related Report
      2009 Annual Research Report
  • [Presentation] 知能の源……分節化および好奇心(招待講演)2009

    • Author(s)
      石川眞澄, 蔡幼波
    • Organizer
      Brain-ISワークショップ
    • Place of Presentation
      北九州市
    • Year and Date
      2009-02-04
    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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