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2010 Fiscal Year Final Research Report

Knowledge Acquisition by Cooperative Distributed Evolutionary Algorithms with divide and conquer approach

Research Project

  • PDF
Project/Area Number 21700254
Research Category

Grant-in-Aid for Young Scientists (B)

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

Principal Investigator

HANDA Hisashi  Okayama University, 大学院・自然科学研究科, 助教 (60304333)

Project Period (FY) 2009 – 2010
Keywords協調分散型進化計算 / 分布推定アルゴリズム / 知識抽出 / クラスタリング / 測地距離
Research Abstract

This study proposes a knowledge acquisition method by cooperative distributed evolutionary algorithms with divide and conquer approach. By decomposing problems spaces in advance, we can expect that the proposed method enables evolutionary algorithms to maintain the diversity in genetic information. We employ Estimation of Distribution Algorithms as Evolutionary Algorithms. We have concentrated to extend the EDAs to acquire knowledge during the research period.

  • Research Products

    (15 results)

All 2011 2010 2009

All Journal Article (6 results) (of which Peer Reviewed: 3 results) Presentation (8 results) Book (1 results)

  • [Journal Article] 関数最適化のための分布推定アルゴリズム2011

    • Author(s)
      半田久志
    • Journal Title

      知能と情報 Vol.23, No.1

      Pages: 45-50

  • [Journal Article] Constitution of Ms. Pac Man Player with Critical-Situation Learning Mechanism.2010

    • Author(s)
      H.Handa
    • Journal Title

      International J.of Knowledge Engineering and Soft Data Paradigms. Vol.2, No.3

      Pages: 237-250

    • Peer Reviewed
  • [Journal Article] 強化学習問題のための分布推定アルゴリズム2010

    • Author(s)
      半田久志
    • Journal Title

      電気学会論文誌 Vol.130-C, No.5

      Pages: 758-765

    • Peer Reviewed
  • [Journal Article] Rule acquisition for cognitive agents by using estimation of distribution algorithms.2010

    • Author(s)
      T. Nishimura, H.Handa
    • Journal Title

      International J.of Knowledge Engineering and Soft Data Paradigms. Vol.2, No.3

      Pages: 224-236

    • Peer Reviewed
  • [Journal Article] 進化計算の内外の研究動向2010

    • Author(s)
      石渕久生, 半田久志
    • Journal Title

      進化計算学会論文誌 Vol.1, No.1

      Pages: 15-22

  • [Journal Article] 進化技術の基礎と情報通信・生産物流システムへの応用2010

    • Author(s)
      玄光男, 川上浩司, 辻村泰寛, 半田久志, 林林, 岡本東
    • Journal Title

      電学論C Vol.130, No.5

      Pages: 731-737

  • [Presentation] Constitution of Chu Maps by Using EDA-RL2010

    • Author(s)
      H.Handa, H.Kawakami, H.Suto.
    • Organizer
      Proceedings of World Automation Congress 2010(pp.1-6)
    • Year and Date
      2010-09-24
  • [Presentation] Experimental Analysis of the Effect of Dimensionality Reduction on Instance-Based Policy Optimization2010

    • Author(s)
      H.Handa
    • Organizer
      Proc.the Eleventh Pacific Rim International Conference on Artificial Intelligence (PRICAI)(pp.433-444)
    • Year and Date
      2010-09-01
  • [Presentation] Evolutionary algorithms for gesture segmentation2010

    • Author(s)
      H.Handa, H.Kawakami
    • Organizer
      Proceedings of SICE Annual Conference 2010(pp.1722-1723)
    • Year and Date
      2010-08-20
  • [Presentation] Dimension reduction by Manifold Learning for Evolutionary Learning with redundant sensory inputs2010

    • Author(s)
      H.Handa, H.Kawakami
    • Organizer
      Proceedings of 2010 IEEE Congress on Evolutionary Computation(pp.1-6)
    • Year and Date
      2010-07-21
  • [Presentation] Solving Multi-Objective Reinforcement Learning Problems by EDA-RL - Acquisition of Various Strategies2009

    • Author(s)
      H.Handa
    • Organizer
      Proceedings of 9th International Conference on Intelligent Systems Design and Applications(pp.3-7)
    • Year and Date
      2009-12-01
  • [Presentation] Evolving FPS Game Players by Using Continuous EDA-RL2009

    • Author(s)
      H.Tsubota, H.Handa.
    • Organizer
      Proceedings of 2009 Fifth International Workshop on Computational Intelligence & Applications(pp.143-146)
    • Year and Date
      2009-11-12
  • [Presentation] Rule Induction by EDA with Instance-Subpopulations2009

    • Author(s)
      H.Handa
    • Organizer
      Proceedings of 2009 Fifth International Workshop on Computational Intelligence & Applications(pp.3-7)
    • Year and Date
      2009-11-10
  • [Presentation] EDA-RL : Estimation of Distribution Algorithms for Reinforcement Learning Algoithms2009

    • Author(s)
      H.Handa
    • Organizer
      Proceedings of 2009 ACM/SIGEVO Genetic and Evolutionary Computation Conference(pp.405-412)
    • Year and Date
      2009-07-11
  • [Book] 確率モデルを用いた遺伝的アルゴリズム,進化技術ハンドブック(11章)2010

    • Author(s)
      半田久志
    • Total Pages
      133-147
    • Publisher
      近代科学社

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Published: 2012-02-13   Modified: 2016-04-21  

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