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Reconstruction and Expansion of Real-coded Genetic Algorithms

Research Project

Project/Area Number 19300076
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Sensitivity informatics/Soft computing
Research InstitutionTokyo Institute of Technology

Principal Investigator

KOBAYASHI Shigenobu  Tokyo Institute of Technology, 大学院・総合理工学研究科, 教授 (40016697)

Co-Investigator(Kenkyū-buntansha) ONO Isao  東京工業大学, 大学院・総合理工学研究科, 准教授 (00304551)
SAKUMA Jun  東京工業大学, 大学院・総合理工学研究科, 助教 (90376963)
Project Period (FY) 2007 – 2008
Project Status Completed (Fiscal Year 2008)
Budget Amount *help
¥19,110,000 (Direct Cost: ¥14,700,000、Indirect Cost: ¥4,410,000)
Fiscal Year 2008: ¥9,100,000 (Direct Cost: ¥7,000,000、Indirect Cost: ¥2,100,000)
Fiscal Year 2007: ¥10,010,000 (Direct Cost: ¥7,700,000、Indirect Cost: ¥2,310,000)
Keywords進化計算 / 遺伝アルゴリズム / 実数値GA / 関数最適化 / 多目的最適化 / 制約対処法 / レンズ系設計 / 直接政策最適化 / インスタンスベース政策最適化
Research Abstract

実数値GA の枠組みを再構築し、新たなる展開を図ることを目標に研究を進め、世代交代モデルJGG、多親交叉の一般的枠組みREX(φ, n+k)、大域的降下方向を用いたREX^(star)、適応的実数値交叉AREX、機能分担CMA-ES、制約処理のためのパレート降下修正オペレータ、機能分担多目的実数値GA(FS-MOGA)、2段階GA "Solid EMO"、インスタンスベース政策最適化のための実数値GA(FLIP)、カーネル密度推定器としての実数値交叉、などの成果を得た。

Report

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

    (32 results)

All 2009 2008 2007

All Journal Article (23 results) (of which Peer Reviewed: 12 results) Presentation (9 results)

  • [Journal Article] 実数値GAのフロンティア2009

    • Author(s)
      小林重信
    • Journal Title

      人工知能学会論文誌 Vol.24, No.1

      Pages: 47-162

    • Related Report
      2008 Final Research Report
  • [Journal Article] 機能分担CMA-ES の提案と評価2009

    • Author(s)
      秋本洋平, 佐久間淳, 小野功, 小林重信
    • Journal Title

      人工知能学会論文誌 Vol. 24, No.1

      Pages: 58-68

    • NAID

      130000098270

    • Related Report
      2008 Final Research Report
  • [Journal Article] 機能分担多目的実数値GA : FS-MOGA の提案2009

    • Author(s)
      濱田直希, 田中雅晴, 佐久間淳, 小野功, 小林重信
    • Journal Title

      人工知能学会論文誌 Vol. 24,No.1

      Pages: 116-126

    • NAID

      130000098275

    • Related Report
      2008 Final Research Report
  • [Journal Article] インスタンスベース最適化のための実数値GA と非ホロノミック系制御への適用2009

    • Author(s)
      宮前淳, 佐久間淳, 小野功, 小林重信
    • Journal Title

      人工知能学会論文誌 Vol. 24,No.1

      Pages: 104-115

    • Related Report
      2008 Final Research Report
  • [Journal Article] 適応的実数値交叉AREXの提案と評価2009

    • Author(s)
      秋本洋平, 永田祐一, 佐久間淳, 小野功, 小林重信
    • Journal Title

      人工知能学会論文誌 Vol.24,No 6

      Pages: 446-458

    • NAID

      130000137880

    • Related Report
      2008 Final Research Report
  • [Journal Article] 実数値GAのフロンティア2009

    • Author(s)
      小林重信
    • Journal Title

      人工知能学会論文誌 24巻・1号

      Pages: 147-162

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 機能分担CMA-ESの提案と評価2009

    • Author(s)
      秋本洋平, 佐久間淳, 小野功, 小林重信
    • Journal Title

      人工知能学会論文誌 24巻・1号

      Pages: 58-68

    • NAID

      130000098270

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] インスタンスベース最適化のための実数値GAと非ホロノミック系制御への適用2009

    • Author(s)
      宮前淳, 佐久間淳, 小野功, 小林重信
    • Journal Title

      人工知能学会論文誌 24巻・1号

      Pages: 104-115

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 機能分担多目的実数値GA : FS-MOGAの提案2009

    • Author(s)
      濱田直希, 田中雅晴, 佐久間淳, 小野功, 小林重信
    • Journal Title

      人工知能学会論文誌 24巻・1号

      Pages: 116-126

    • NAID

      130000098275

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 混合分布推定のためのコンポーネントワイズEM2008

    • Author(s)
      佐久間淳, 安藤晋, 小林重信
    • Journal Title

      人工知能学会論文誌 Vol.23,No.3

      Pages: 163-175

    • NAID

      130000098075

    • Related Report
      2008 Final Research Report
  • [Journal Article] 2段階GA "Solid EMO" によるレンズ系設計2008

    • Author(s)
      田中雅晴, 秋本洋平, 佐久間淳, 小野功, 小林重信
    • Journal Title

      人工知能学会論文誌 Vol. 23,No.3

      Pages: 193-204

    • NAID

      130000098070

    • Related Report
      2008 Final Research Report
  • [Journal Article] 混合分布推定のためのコンポーネントワイズEM2008

    • Author(s)
      佐久間淳, 安藤晋, 小林重信
    • Journal Title

      人工知能学会論文誌 23巻・3号

      Pages: 163-175

    • NAID

      130000098075

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Privacy-preserving Reinforcement Learning2008

    • Author(s)
      Sakuma, J., Kobayashi, S., Wright, R.
    • Journal Title

      Proc. of 25^<th> Int. Conf. on Machine Learning

      Pages: 864-871

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 2段階GA"Solid EMO"によるレンズ系設計2008

    • Author(s)
      田中雅晴, 秋元洋平, 佐久間淳, 小野功, 小林重信
    • Journal Title

      人工知能学会論文誌 23・3

      Pages: 193-204

    • NAID

      130000098070

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 混合分布推定のためのコンポーネントワイズEM2008

    • Author(s)
      佐久間淳, 安藤晋, 小林重信
    • Journal Title

      人工知能学会論文誌 23・3

      Pages: 163-175

    • NAID

      130000098075

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 関数最適化のための制約対処法 : パレート降下修正オペレータ2007

    • Author(s)
      原田健, 佐久間淳, 小野功, 小林重信
    • Journal Title

      人工知能学会論文誌 Vol.22,No.4

      Pages: 364-374

    • NAID

      10022007740

    • Related Report
      2008 Final Research Report
  • [Journal Article] カーネル密度推定器としての実数値交叉2007

    • Author(s)
      佐久間淳, 小林重信
    • Journal Title

      人工知能学会論文誌 Vol.22,No.5

      Pages: 520-530

    • Related Report
      2008 Final Research Report
  • [Journal Article] 情報理論的枠組みに基づくマイノリティ集合の検出2007

    • Author(s)
      安藤晋, 佐久間淳, 鈴木英之進, 小林重信
    • Journal Title

      人工知能学会論文誌 Vol.22,No.3

      Pages: 311-321

    • Related Report
      2008 Final Research Report
  • [Journal Article] 合理的政策形成アルゴリズムの連続値入力への拡張2007

    • Author(s)
      宮崎和光, 木村元, 小林重信
    • Journal Title

      人工知能学会論文誌 Vol.22,No.3

      Pages: 332-341

    • NAID

      10022007639

    • Related Report
      2008 Final Research Report
  • [Journal Article] カーネル密度推定器としての実数値交叉2007

    • Author(s)
      佐久間淳, 小林重信
    • Journal Title

      人工知能学会論文誌 22・5

      Pages: 520-530

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 関数最適化のための制約対処法:パレート降下修正オペレータ2007

    • Author(s)
      原田健, 佐久間淳, 小野功, 小林重信
    • Journal Title

      人工知能学会論文誌 22・4

      Pages: 364-374

    • NAID

      10022007740

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Uniform Sampling of Local Pareto-Optimal Solution Curves by Pareto Path Following and its Applications in Multi-objective GA2007

    • Author(s)
      Harada, K., Sakuma, J., Kobayashi, S., and Ono, I.
    • Journal Title

      Proc. Of the Genetic and Evolutionary Computation CGE(CCD )2007

      Pages: 813-820

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Constraint-Handling Method for Multi-Objective Function Optimization: Pareto Descent Repair Operator2007

    • Author(s)
      Harada, K., Sakuma, J., Kobayashi, S., and Ono, I.
    • Journal Title

      Proc. of Evolutionary Multi-Criterion optimizatioh(EMD)2007

      Pages: 156-170

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] Adaptation of Expansion Rate for Real-coded Crossovers2009

    • Author(s)
      Akimoto, Y., Sakuma, J., Ono, I., and Kobayashi, S.
    • Organizer
      Proc. of Genetic and Evolutionary Computation Conf
    • Place of Presentation
      Montreal, Canada(739-746)
    • Related Report
      2008 Final Research Report
  • [Presentation] A New Real-coded Genetic Algorithm Using the Adaptive Selection Network for Detecting Multiple Optima2009

    • Author(s)
      Oshima, D., Miyamae, A., Sakuma, J., Kobayashi, S. and Ono, I
    • Organizer
      xProc. of 2009 Congress on Evolutionary Computation (CEC 2009)
    • Place of Presentation
      Troudhein, Norway(1912-1919)
    • Related Report
      2008 Final Research Report
  • [Presentation] Functionally Specialized CMA-ES : A Modification of CMA-ES Based on the Specialization of the Functions of Covariance Matrix Adaptation and Step Size Adaptation2008

    • Author(s)
      Akimoto, Y., Sakuma, J., Ono, I., and Kobayashi, S
    • Organizer
      Proc. of Genetic and Evolutionary Computation Conf. (GECCO 2008)
    • Place of Presentation
      Atlanta, USA(479-486)
    • Related Report
      2008 Final Research Report
  • [Presentation] Large-scale k-means Clustering with User-centric Privacy Preservation2008

    • Author(s)
      Sakuma, J. and Kobayashi, S
    • Organizer
      Proc. of PAKDD, Lecture Notes in Computer Science
    • Place of Presentation
      Springer(Vol. 5012)
    • Related Report
      2008 Final Research Report
  • [Presentation] Privacy- preserving Reinforcement Learning2008

    • Author(s)
      Sakuma, J., Kobayashi, S. and Wright,R
    • Organizer
      Proc. of 25^<th> Int. Conf. on Machine Learning (ICML)
    • Place of Presentation
      Helsinki, Finland(864-871)
    • Related Report
      2008 Final Research Report
  • [Presentation] Functional- Specialization Multi-Objective Real-Coded Genetic Algorithm : FS-MOGA2008

    • Author(s)
      Hamada, N., Sakuma, J., Kobayashi, S. and Ono, I
    • Organizer
      Proc. of Parallel Problem Solving from Nature - PPSN X
    • Place of Presentation
      Dortmund, Germany(691-701)
    • Related Report
      2008 Final Research Report
  • [Presentation] Optimization of Instance-based Policy Based on real-coded Genetic Algorithms2008

    • Author(s)
      Miyamae, J., Sakuma, J., Ono, I., and Kobayashi, S.
    • Organizer
      Proc. of IEEE Conf. on Soft Computing in Industrial Applications (SMCia)
    • Place of Presentation
      Hokkaido, Japan(338-343)
    • Related Report
      2008 Final Research Report
  • [Presentation] Uniform Sampling of Local Pareto-Optimal Solution Curves by Pareto Path Following and its Applications in Multi-objective GA2007

    • Author(s)
      Harada, K., Sakuma, J., Kobayashi, S., and Ono, I.
    • Organizer
      Proc. of Genetic and Evolutionary Computation Conf. (GECCO 2007)
    • Place of Presentation
      London, England(813-820)
    • Related Report
      2008 Final Research Report
  • [Presentation] Constraint-Handling Method for Multi-objective Function Optimization : Pareto Descent Repair Operator2007

    • Author(s)
      Harada, K., Sakuma, J., Ono, I., and Kobayashi, S.
    • Organizer
      Proc. of Evolutionary Multi-criterion Optimization (EMO 2007)
    • Place of Presentation
      Matsushima, Japan(156-170)
    • Related Report
      2008 Final Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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