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Research about a conceptual space segmenting agent for emotional communications

Research Project

Project/Area Number 21700242
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Sensitivity informatics/Soft computing
Research InstitutionOsaka Prefecture University

Principal Investigator

NOTSU Akira  大阪府立大学, 大学院・工学研究科, 助教 (40405345)

Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2010: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2009: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords感性情報処理 / 強化学習 / 概念空間 / コミュニケーション / エージェント / 社会シミュレータ
Research Abstract

In this research, learning agents segment its learning space gradually during their trial-and-error processes. We proposed, experienced and discuss several methods about its automation. Additionally, we proposed chain form reinforcement learning for small memory agent. PSO for learning, improvement of complex reinforcement learning, effect of PCA for learning, and multi-agent simulator for CO2 emission are done.

Report

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

    (34 results)

All 2011 2010 2009 Other

All Journal Article (24 results) (of which Peer Reviewed: 23 results) Presentation (7 results) Remarks (3 results)

  • [Journal Article] Simple Reinforcement Learning for Small-Memory Agent2011

    • Author(s)
      A. Notsu, K. Honda, H. Ichihashi, Y. Komori
    • Journal Title

      Proc. of 10th International Conference on Machine Learning and Applications

      Volume: 1 Pages: 458-461

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Improvement of Particle Filter for Reinforcement Learning2011

    • Author(s)
      A. Notsu, K. Honda, H. Ichihashi, Y. Komori, Y. Iwamoto
    • Journal Title

      Proc. of 10th International Conference on Machine Learning and Applications

      Volume: 1 Pages: 454-457

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] PCA-Guided Information Compression in State-Action Space for Reinforcement Learning Agent2011

    • Author(s)
      A. Notsu, K. Honda, H. Ichihashi, Y. Komori
    • Journal Title

      Proc. of 2011 IEEE International Conference on Fuzzy Systems

      Volume: 1 Pages: 112-115

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] The Automatic Adaptive Space Segmentation for Reinforcement Learning2011

    • Author(s)
      Y. Komori, A. Notsu, K. Honda, H. Ichihashi
    • Journal Title

      Proc. of 12th International Symposium on Advanced Intelligent Systems

      Volume: 1 Pages: 108-111

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Proposed Particle-Filtering Method for Reinforcement Learning2011

    • Author(s)
      A. Notsu, K. Honda, H. Ichihashi
    • Journal Title

      Proc. of 2011 IEEE International Conference on Fuzzy Systems

      Volume: 1 Pages: 1715-1718

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Influence of the Space Segmentation and its Adaptive Automation for Reinforcement Learning2011

    • Author(s)
      A. Notsu, Y. Komori, K. Honda, H. Ichihashi
    • Journal Title

      Proc. of 2011 IEEE International Conference on Fuzzy Systems

      Volume: 1 Pages: 1079-1083

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Influence of the Space Segmentation and its Adaptive Automation for Reinforcement Learning2011

    • Author(s)
      A.Notsu, Y.Komori, K.Honda, H.Ichihashi
    • Journal Title

      Proc.of 2011 IEEE International Conference on Fuzzy Systems

      Volume: 1 Pages: 1079-1083

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Proposed Particle-Filtering Method for Reinforcement Learning2011

    • Author(s)
      A.Notsu, K.Honda, H.Ichihashi
    • Journal Title

      Proc.of 2011 IEEE International Conference on Fuzzy Systems

      Volume: 1 Pages: 1715-1718

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The Automatic Adaptive Space Segmentation for Reinforcement Learning2011

    • Author(s)
      Y.Komori, A.Notsu, K.Honda, H.Ichihashi
    • Journal Title

      Proc.of 12th International Symposium on Advanced Intelligent Systems

      Volume: 1 Pages: 108-111

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] PCA-Guided Information Compression in State-Action Space for Reinforcement Learning Agent2011

    • Author(s)
      A.Notsu, K.Honda, H.Ichihashi, Y.Komori
    • Journal Title

      Proc.of 2011 IEEE International Conference on Fuzzy Systems

      Volume: 1 Pages: 112-115

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improvement of Particle Filter for Reinforcement Learning2011

    • Author(s)
      A.Notsu, K.Honda, H.Ichihashi, Y.Komori, Y.Iwamoto
    • Journal Title

      Proc.of 10th International Conference on Machine Learning and Applications

      Volume: 1 Pages: 454-457

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Simple Reinforcement Learning for Small-Memory Agent2011

    • Author(s)
      A.Notsu, K.Honda, H.Ichihashi, Y.Komori
    • Journal Title

      Proc.of 10th International Conference on Machine Learning and Applications

      Volume: 1 Pages: 458-461

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Social Simulation Based on Perceptual Balance on the Influence of Communication Styles2010

    • Author(s)
      A. Notsu, K. Honda, H. Ichihashi
    • Journal Title

      Proc. of SICE Annual Conference 2010

      Pages: 2186-2187

    • Related Report
      2011 Final Research Report
  • [Journal Article] Couple Particles in Action Space for Reinforcement Learning2010

    • Author(s)
      A. Notsu, K. Honda, H. Ichihashi
    • Journal Title

      International Journal of Computer Science and Network Security

      Volume: 10, 12 Pages: 200-203

    • Related Report
      2011 Final Research Report 2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 認知的経済性に基づいた社会シミュレーションモデルにおけるコミュニケーション形態の影響2010

    • Author(s)
      野津亮, 山本優, 本多克宏, 市橋秀友
    • Journal Title

      知能と情報(日本知能情報ファジィ学会誌)

      Volume: 22, 2 Pages: 154-164

    • NAID

      10026187257

    • Related Report
      2011 Final Research Report 2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Social Simulation Based on Perceptual Balance on the Influence of Communication Styles2010

    • Author(s)
      A.Notsu, K.Honda, H.Ichihashi
    • Journal Title

      Proc.of SICE Annual Conference 2010

      Pages: 2186-2187

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Proposal for Notion Learning of Reinforcement Learning2009

    • Author(s)
      A. Notsu, K. Honda, H. Ichihashi
    • Journal Title

      Proc. of Social Intelligence Design 2009

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Particle Swarm in State and Action Space for Q-learning2009

    • Author(s)
      A. Notsu, K. Honda, H. Ichihashi, H. Wada
    • Journal Title

      Proc. of 10th International Symposium on Advanced Intelligent Systems

      Pages: 102-105

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Contraction Algorithm in State and Action Space for Q-learning2009

    • Author(s)
      A. Notsu, K. Honda, H. Ichihashi, H. Wada
    • Journal Title

      Proc. of 10th International Symposium on Advanced Intelligent Systems

      Pages: 93-96

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Visualization of Balancing Systems Based on Naive Psychological Approaches2009

    • Author(s)
      A. Notsu, K. Honda, H. Ichihashi, O. Katai
    • Journal Title

      AI & Society

      Volume: 23, 2 Pages: 281-296

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Visualization of Balancing Systems Based on Naive Psychological Approaches2009

    • Author(s)
      A.Notsu, K.Honda, H.Ichihashi, O.Katai
    • Journal Title

      AI & Society 23,2

      Pages: 281-296

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Contraction Algorithm in State and Action Space for Q-learning2009

    • Author(s)
      A.Notsu, K.Honda, H.Ichihashi, H.Wada
    • Journal Title

      Proc. of 10th International Symposium on Advanced Intelligent Systems

      Pages: 93-96

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Particle Swarm in State and Action Space for Q-learning2009

    • Author(s)
      A.Notsu, K.Honda, H.Ichihashi, H.Wada
    • Journal Title

      Proc. of 10th International Symposium on Advanced Intelligent Systems

      Pages: 102-105

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Proposal for Notion Learning of Reinforcement Learning2009

    • Author(s)
      A.Notsu, K.Honda, H.Ichihashi
    • Journal Title

      Proc. of Social Intelligence Design 2009

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] 粒子群による学習状態行動空間分割2011

    • Author(s)
      野津亮, 本多克宏, 市橋秀友, 別府剛至
    • Organizer
      第27回ファジィシステムシンポジウム
    • Place of Presentation
      福井
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] 強化学習におけるParticle-filterの導入2011

    • Author(s)
      野津亮, 本多克宏, 市橋秀友, 小森祐希
    • Organizer
      第27回ファジィシステムシンポジウム
    • Place of Presentation
      福井
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] 主成分分析に基づく強化学習エージェントの状態行動空間の圧縮2011

    • Author(s)
      小森祐希, 野津亮, 本多克宏, 市橋秀友
    • Organizer
      第21回インテリジェントシステムシンポジウム
    • Place of Presentation
      神戸
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] マルチエージェント強化学習における局所解保持のためのパーティクルフィルタ2011

    • Author(s)
      野津亮, 本多克宏, 市橋秀友, 小森祐希
    • Organizer
      第21回インテリジェントシステムシンポジウム
    • Place of Presentation
      神戸
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] Q学習における状態空間の分割の影響とその自動化について2011

    • Author(s)
      小森祐希, 野津亮, 本多克宏, 市橋秀友
    • Organizer
      第55回システム制御情報学会
    • Place of Presentation
      大坂
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] 社会シミュレーションにおけるコミュニケーション形態の影響2010

    • Author(s)
      野津亮, 本多克宏, 山本優, 市橋秀友
    • Organizer
      第26回ファジィシステムシンポジウム
    • Place of Presentation
      東広島
    • Related Report
      2011 Final Research Report 2010 Annual Research Report
  • [Presentation] 認知的均衡に基づいた社会シミュレーション2009

    • Author(s)
      野津亮, 本多克宏, 市橋秀友
    • Organizer
      第11回日本感性工学会大会
    • Place of Presentation
      東京
    • Year and Date
      2009-08-10
    • Related Report
      2011 Final Research Report 2009 Annual Research Report
  • [Remarks]

    • URL

      http://www.cs.osakafu-u.ac.jp/hi/

    • Related Report
      2011 Final Research Report
  • [Remarks]

    • URL

      http://www.cs.osakafu-u.ac.jp/hi/

    • Related Report
      2011 Annual Research Report
  • [Remarks]

    • URL

      http://www.cs.osakafu-u.ac.jp/hi/

    • Related Report
      2010 Annual Research Report

URL: 

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

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