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Evolutionary Multiobjective Optimization Algorithm with Designer's Evaluation for Fuzzy System Design

Research Project

Project/Area Number 18700228
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

NOJIMA Yusuke  Osaka Prefecture University, 大学院・工学研究科, 助教 (10382235)

Project Period (FY) 2006 – 2008
Project Status Completed (Fiscal Year 2008)
Budget Amount *help
¥3,870,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥270,000)
Fiscal Year 2008: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2007: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2006: ¥1,800,000 (Direct Cost: ¥1,800,000)
Keywordsファジィ理論 / ファジィシステム / 進化型多目的最適化 / 対話型計算手法 / ファジイシステム
Research Abstract

数値情報からの知識抽出やシステムのモデリングにおいて,ファジィシステムと進化型多目的最適を用いた手法を適用することで,異なる精度と複雑さを持つファジィシステムを同時に複数獲得することができる.本研究では,この手法を拡張し,解の探索過程に設計者或いは使用者の評価(選好)を取り入れた対話に基づく進化型多目的最適化手法の開発を行った.開発した手法をパターン識別問題,時系列情報の言語化,交通システムの解析等に応用した

Report

(4 results)
  • 2008 Annual Research Report   Final Research Report ( PDF )
  • 2007 Annual Research Report
  • 2006 Annual Research Report
  • Research Products

    (11 results)

All 2009 2007 Other

All Journal Article (5 results) (of which Peer Reviewed: 3 results) Presentation (6 results)

  • [Journal Article] Parallel distributed genetic fuzzy rule selection2009

    • Author(s)
      Y. Nojima, H. Ishibuchi, and I. Kuwajima
    • Journal Title

      Soft Computing vol. 13, no. 5

      Pages: 511-519

    • Related Report
      2008 Final Research Report
  • [Journal Article] Parallel distributed genetic fuzzy rule selection2009

    • Author(s)
      Y. Nojima, H. Jshibuchi, and I. Kuwajima
    • Journal Title

      Soft Computing 13

      Pages: 511-519

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Incorporation of user preference into multiobjective genetic fuzzy rule selection for pattern classification problems

    • Author(s)
      Y. Nojima and H. Ishibuchi
    • Journal Title

      International Journal on Artificial Life and Robotics (採録決定)

    • Related Report
      2008 Final Research Report
  • [Journal Article] Incorporation of user preference into multiobjective genetic fuzzy rule selection for pattern classification problems

    • Author(s)
      Y. Nojima and H. Ishibuchi
    • Journal Title

      Artificial Life and Robotics (採録決定)

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Parallel Distributed Genetic Fuzzy Rule Selection

    • Author(s)
      Y.Nojima, H.Ishibuchi, I.Kuwajima
    • Journal Title

      Soft Computing (採録決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] Interactive genetic fuzzy rule selection through evolutionary multiobjective optimization with user preference.2009

    • Author(s)
      Y. Nojima and H. Ishibuchi
    • Organizer
      2009 IEEE Symposium on Computational Intelligence in Multi-Criteria Decision Making
    • Place of Presentation
      Nashville, USA
    • Year and Date
      2009-04-01
    • Related Report
      2008 Annual Research Report
  • [Presentation] Application of interactive fuzzy data mining to the analysis of inter-vehicle communication in traffic simulations2009

    • Author(s)
      Y. Nojima, Y. Hamada, and H. Ishibuchi
    • Organizer
      5th International Conference on Sciences of Electronic, Technologies of Information and Telecommunication
    • Place of Presentation
      Hammamet, Tunisia
    • Year and Date
      2009-03-25
    • Related Report
      2008 Annual Research Report
  • [Presentation] Interactive genetic fuzzy rule selection through evolutionary multiobjective optimization with user preference2009

    • Author(s)
      Y. Nojima and H. Ishibuchi
    • Organizer
      Proc. of 2009 IEEE Symposium on Computational Intelligence in Multi-Criteria Decision-Making
    • Place of Presentation
      Nashville, USA
    • Related Report
      2008 Final Research Report
  • [Presentation] Application of interactive fuzzy data mining to the analysis of inter-vehicle communication in traffic simulations2009

    • Author(s)
      Y. Nojima, Y. Hamada, and H. Ishibuchi
    • Organizer
      Proc. of 5th International Conference on Sciences of Electroni, Technologies of Information and Telecommunications
    • Place of Presentation
      Hammamet, Tunisia
    • Related Report
      2008 Final Research Report
  • [Presentation] Data set subdivision for parallel distributed implementation of genetic fuzzy rule selection2007

    • Author(s)
      Y. Nojima, I. Kuwajima, and H. Ishibuchi
    • Organizer
      Proc. Of 2007 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      London, UK
    • Related Report
      2008 Final Research Report
  • [Presentation] Data Set Subdivision for Parallel Distributed Implementation of Genetic Fuzzy Rule Selection2007

    • Author(s)
      Y.Nojima, I.Kuwajima, H.Ishibuchi
    • Organizer
      2007 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      ロンドン・イギリス
    • Related Report
      2007 Annual Research Report

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Published: 2006-04-01   Modified: 2016-04-21  

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