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2010 Fiscal Year Final Research Report

Study on Interactive Genetic Algorithm based on Multi-objective Model

Research Project

  • PDF
Project/Area Number 20500145
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionDoshisha University

Principal Investigator

HIROYASU Tomoyuki  Doshisha University, 生命医科学部, 教授 (20298144)

Co-Investigator(Kenkyū-buntansha) MIKI Mitsunori  同志社大学, 理工学部, 教授 (90150755)
Project Period (FY) 2008 – 2010
Keywords対話型遺伝的アルゴリズム / 進化計算 / 多目的最適化
Research Abstract

Interactive Genetic Algorithm (iGA) is one of evaluation computations in which the design candidates are evaluated by human. Because of this mechanism, iGA can treat Kansei information and subjective feelings of humans. In the conventional iGAs, there is only one objective function. However, in several real world problems, there are a lot of problems which have many objects. In this study, multi-objective model for iGA was proposed and discussed. In the discussions, we classified the problems and challenges first. Then, we conquered these defects and constructed the multi-objective iGA system. From the results of this study, we can construct the system in which user can choose much more preferable solutions.

  • Research Products

    (7 results)

All 2010 2009 2008 Other

All Journal Article (3 results) (of which Peer Reviewed: 3 results) Presentation (3 results) Remarks (1 results)

  • [Journal Article] 対話型遺伝的アルゴリズムにおける表現型空間の自動生成手法の提案2010

    • Author(s)
      田中美里,廣安知之,三木光範,佐々木康成,吉見真聡,横内久猛
    • Journal Title

      日本知能情報ファジイ学会 論文誌 Vol.22,NO.6

      Pages: 720-732

    • Peer Reviewed
  • [Journal Article] Extraction of Design Variables using Collaborative Filtering for interactive Genetic Algorithms, IEEE2009

    • Author(s)
      Tomoyuki HIROYASU, Misato TANAKA, Mitsunori MIKI, Hisatake YOKOUCHI
    • Journal Title

      Proceedings of International Conference on Fuzzy Systems

      Pages: 1579-1584

    • Peer Reviewed
  • [Journal Article] 対話型遺伝的アルゴリズムにおける嗜好の多峰性に対応可能な個体生成方法の検討2009

    • Author(s)
      伊藤冬子,廣安知之,三木光範,横内久猛
    • Journal Title

      人工知能学会 論文誌 Vol.24,No.1

      Pages: 127-135

    • Peer Reviewed
  • [Presentation] 多目的対話型遺伝的アルゴリズムを利用した人の嗜好軸の抽出2010

    • Author(s)
      小林祐介,廣安知之,田中美里,佐々木康成,三木光範
    • Organizer
      進化計算学会 進化計算シンポジウム 2010
    • Place of Presentation
      レイクサイドホテル久山
    • Year and Date
      2010-12-18
  • [Presentation] 多目的最適化問題における対話型遺伝的アルゴリズムの検討2009

    • Author(s)
      小林祐介,廣安知之,三木光範,横内久猛
    • Organizer
      人工知能学会 第23回全国大会
    • Place of Presentation
      サンポートホール高松
    • Year and Date
      2009-06-17
  • [Presentation] 対話型遺伝的アルゴリズムにおける確率モデル構築による子個体生成の検討2008

    • Author(s)
      田中美里,伊藤冬子,廣安知之,三木光範
    • Organizer
      人工知能学会 第22回全国大会
    • Place of Presentation
      ときわ市民ホール
    • Year and Date
      2008-06-13
  • [Remarks] 研究成果を表すホームページ

    • URL

      http://www.is.doshisha.ac.jp/~tomo/projects/imoga.html

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Published: 2012-01-26   Modified: 2016-04-21  

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