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Study on Interactive Genetic Algorithm based on Multi-objective Model

Research Project

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
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2010: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2009: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2008: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
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.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (43 results)

All 2010 2009 2008 Other

All Journal Article (19 results) (of which Peer Reviewed: 17 results) Presentation (20 results) Remarks (4 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

    • NAID

      10027129973

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Classified-Chime Sound Support System using an Interactive Genetic Algorithm2010

    • Author(s)
      Noriko Okada, Mitsunori MIKI, Tomoyuki HIROYASU, Masato Yoshimi
    • Journal Title

      Artificial Intelligence and Soft Computing, Lecture Notes in Computer Science

      Volume: 6114 Pages: 173-180

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The Effects of Button Arrangement on Evaluations in Interactive Genetic Algorithms2010

    • Author(s)
      Tomoyuki HIROYASU, Yuusuke YONEDA, Misato TANAKA, Yasunari SASAKI, Mitsunori MIKI
    • Journal Title

      IEEE Proceedings of 2010 IEEE World Congress on Computational Intelligence

      Volume: 22

    • NAID

      110007993482

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [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ィ学会論文誌

      Volume: 22 Pages: 720-732

    • NAID

      10027129973

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discussion of Evaluation Methods for Multiobjective Interactive Genetic Algorithm2010

    • Author(s)
      Tomoyuki HIROYASU, Yusuke KOBAYASHI, Yasunari Sasaki, Misato TANAKA, Mitsunori MIKI, Masato YOSHIMI
    • Journal Title

      Proceedings of World Automation Congress, 2010

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Automatic Generation Method to derive for the design variable spaces for interactive Genetic Algorithms2010

    • Author(s)
      Misato TANAKA, Tomoyuki HIROYASU, Mitsunori MIKI, Yasunari SASAKI, Masato YOSHIMI
    • Journal Title

      IEEE Proceedings of World Congress on Computational Intelligence 2010 (WCCI 2010)

      Pages: 1256-1263

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The effects of button arrangement on evaluations in interactive genetic algorithms2010

    • Author(s)
      Tomoyuki HIROYASU, Yuusuke YONEDA, Yasunari SASAKI, Mitsunori MIKI, Hisataka YOKOUCHI
    • Journal Title

      IEEE Proceedings of 2010 3^<rd> International Conference on Biomedical Engineering and Informatics

      Volume: (CD-Rom) Pages: 2125-2129

    • NAID

      110007993482

    • Related Report
      2010 Annual Research Report
    • 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

    • Related Report
      2010 Final Research Report
    • 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

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Application of MOGA Search Strategy to SVM Training Data Selection2009

    • Author(s)
      Tomoyuki HIROYASU, Masashi Nishioka, Mitsunori MIKI, Hisatake YOKOUCHI
    • Journal Title

      Evolutionary Multi-Criterion Optimization, Lecture Notes in Computer Science

      Pages: 125-139

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 多数目的最適化における進化的探索の問題点2009

    • Author(s)
      廣安知之, 石田裕幸, 三木光範, 横内久猛
    • Journal Title

      同志社大学 理工学研究報告 Vol.50, No.1

      Pages: 24-33

    • NAID

      110007109551

    • Related Report
      2009 Annual Research Report
  • [Journal Article] ユーザの嗜好に基づく初期個体生成を行う対話型遺伝的アルゴリズム2009

    • Author(s)
      雨宮明日香, 三木光範, 廣安知之
    • Journal Title

      同志社大学 理工学研究報告 Vol.50, No.1

      Pages: 34-45

    • NAID

      110007110772

    • Related Report
      2009 Annual Research Report
  • [Journal Article] Extraction of Design Variables using Collaborative Filtering for interactive Genetic Algorithms2009

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

      IEEE Proceedings of International Conference on Fuzzy Systems

      Pages: 1579-1584

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 多数目的最適化を利用したパラメータチューニング2009

    • Author(s)
      廣安知之, 石田裕幸, 三木光範, 横内久猛
    • Journal Title

      情報処理学会 論文誌:数理モデル化と応用(TOM) Vol.2, No.

      Pages: 14-26

    • NAID

      110007126879

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discussion on Probabilistic Model-Building for interactive Genetic Algorithm2008

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

      Proceedings of Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on advanced Intelligent Systems (CDROM)

      Pages: 10551060-10551060

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Design of Japanese Kimono using Interactive Genetic Algorithm2008

    • Author(s)
      Maiko Sugahara, Mitsunori Miki, Tomoyuki Hiroyasu
    • Journal Title

      IEEE Proc. of 2008 International Conference on Systems, Man and Cybernetics (SMC2008)

      Pages: 174178-174178

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Design of Japanese Kimono using Interactive Genetic Algorithm2008

    • Author(s)
      Maiko Sugahara, Mitsunori MIKI, Tomoyuki HIROYASU
    • Journal Title

      IEEE 2008 International Conference on Systems, Man, and Cybernetics

      Pages: 185190-185190

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discussion of Offspring Generation Method for interactive Genetic Algorithms with Consideration of Multimodal Preference2008

    • Author(s)
      Fuyuko Ito, Tomoyuki Hiroyasu, Mitsunori Miki, Hisatake Yokouchi
    • Journal Title

      Simulated Evolution And Learnin, Springer LNCS 5361

      Pages: 349359-349359

    • Related Report
      2008 Annual Research Report
    • 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2008

    • 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, N0. 1

      Pages: 127135-127135

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] クラスタリングと主成分分析を用いた対話型遺伝的アルゴリズムの交叉手法の検討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
    • 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(福岡県)
    • Year and Date
      2010-12-19
    • Related Report
      2010 Annual Research Report
  • [Presentation] 視線追跡を用いた対話型遺伝的アルゴリズムにおけるユーザの興味偏向の検証2010

    • Author(s)
      米田有佑, 田中美里, 廣安知之, 佐々木康成, 吉見真聡
    • 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(福岡県)
    • Year and Date
      2010-12-19
    • Related Report
      2010 Annual Research Report
  • [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
    • Related Report
      2010 Final Research Report
  • [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(福岡県)
    • Year and Date
      2010-12-18
    • Related Report
      2010 Annual Research Report
  • [Presentation] 対話型遺伝的アルゴリズムにおける設計変数間の依存関係に基づく交叉手法の基礎2010

    • Author(s)
      田中美里, 廣安知之, 三木光範, 吉見真聡, 佐々木康成, 横内久猛
    • Organizer
      人工知能学会 第5回進化計算フロンティア研究会(SIG-ECF)
    • Place of Presentation
      北海道大学(北海道)
    • Year and Date
      2010-10-07
    • Related Report
      2010 Annual Research Report
  • [Presentation] 多視点的嗜好を向上させるインタラクティブな情報提示の検討2010

    • Author(s)
      田中美里, 廣安知之, 三木光範, 吉見真聡, 楷内久猛
    • Organizer
      人工知能学会 第11回AI若手の集い(MYCOM2011)
    • Place of Presentation
      下呂温泉山形屋(岐阜県)
    • Year and Date
      2010-05-28
    • Related Report
      2010 Annual Research Report
  • [Presentation] 商品探索時におけるユーザの嗜好のモデルの変化の獲得2010

    • Author(s)
      松村冬子, 廣安知之, 三木光範, 佐々木康成, 大向一輝, 武田英明
    • Organizer
      第78回情報処理学会数理モデル化と問題解決(MPS)研究会
    • Place of Presentation
      群馬大学(群馬県)
    • Year and Date
      2010-05-21
    • Related Report
      2010 Annual Research Report
  • [Presentation] 多目的対話型遺伝的アルゴリズムにおける評価部の検討2009

    • Author(s)
      廣安知之, 小林祐介, 佐々木康成, 田中美里, 三木光範
    • Organizer
      情報処理学会
    • Place of Presentation
      電気通信大学(調布市)
    • Year and Date
      2009-12-18
    • Related Report
      2009 Annual Research Report
  • [Presentation] 多目的最適化問題における個体群構造の違いによる解性能の評価2009

    • Author(s)
      野田徹, 廣安知之, 三木光範, 吉見真聡, 横内久猛
    • Organizer
      情報処理学会
    • Place of Presentation
      電気通信大学(調布市)
    • Year and Date
      2009-12-18
    • Related Report
      2009 Annual Research Report
  • [Presentation] 対話型遺伝的アルゴリズムを用いたチャイム音生成支援システム2009

    • Author(s)
      三木光範, 岡田典子, 廣安知之, 吉見真聡
    • Organizer
      ヒューマンインタフェース学会
    • Place of Presentation
      お茶の水女子大学(東京都)
    • Year and Date
      2009-09-02
    • Related Report
      2009 Annual Research Report
  • [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
    • Related Report
      2010 Final Research Report
  • [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(高松市)
    • Year and Date
      2009-06-17
    • Related Report
      2009 Annual Research Report
  • [Presentation] 商品推薦のための対話型遺伝的アルゴリズムの設計変数の導出2009

    • Author(s)
      田中美里, 廣安知之, 三木光範, 横内久猛
    • Organizer
      人工知能学会 第10回AI若手の集い(MYCOM2009)
    • Place of Presentation
      志ほみや旅館(熱海市)
    • Year and Date
      2009-06-04
    • Related Report
      2009 Annual Research Report
  • [Presentation] 訪問者に応じたチャイム音生成支援システムの構築2009

    • Author(s)
      三木光範, 廣安知之, 岡田典子
    • Organizer
      情報処理学会第71回全国大会
    • Place of Presentation
      立命館大学
    • Year and Date
      2009-03-11
    • Related Report
      2008 Annual Research Report
  • [Presentation] 協調フィルタリングを用いた対話型遺伝的アルゴリズムのための設計変数の抽出2008

    • Author(s)
      田中美里, 廣安知之, 三木光範, 横内久猛
    • Organizer
      情報処理学会第72回MPS研究会
    • Place of Presentation
      大阪大学
    • Year and Date
      2008-12-18
    • Related Report
      2008 Annual Research Report
  • [Presentation] 対話型遺伝的アルゴリズムにおける嗜好の多峰性および依存関係を考慮した個体生成方法の検討2008

    • Author(s)
      伊藤冬子, 田中美里, 廣安知之, 三木光範, 横内久猛
    • Organizer
      日本機械学会第8回最適化シンポジウム2008
    • Place of Presentation
      東京工業大学
    • Year and Date
      2008-11-28
    • Related Report
      2008 Annual Research Report
  • [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
    • Related Report
      2010 Final Research Report
  • [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(北海道旭川市)
    • Year and Date
      2008-06-13
    • Related Report
      2008 Annual Research Report
  • [Presentation] 好みのカラーイメージに基づく初期個体を生成させる対話型遺伝的アルゴリズム2008

    • Author(s)
      菅原麻衣子, 三木光範, 廣安知之
    • Organizer
      人工知能学会第22回全国大会
    • Place of Presentation
      勤労者福祉会館(北海道旭川市)
    • Year and Date
      2008-06-12
    • Related Report
      2008 Annual Research Report
  • [Presentation] 対話型遺伝的アルゴリズムにおけるサポートベクターマシンを用いた初期個体生成2008

    • Author(s)
      雨宮明日香, 三木光範, 廣安知之
    • Organizer
      人工知能学会第22回全国大会
    • Place of Presentation
      勤労者福祉会館(北海道旭川市)
    • Year and Date
      2008-06-12
    • Related Report
      2008 Annual Research Report
  • [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

    • Related Report
      2010 Final Research Report
  • [Remarks]

    • URL

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

    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

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

    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

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

    • Related Report
      2008 Annual Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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