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Extension of Estimation of Distribution Algorithms with graph kernels

Research Project

Project/Area Number 26330291
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Soft computing
Research InstitutionKindai University

Principal Investigator

HANDA Hisashi  近畿大学, 理工学部, 准教授 (60304333)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywordsソフトコンピューティング / グラフカーネル / 分布推定アルゴリズム / 進化計算 / カーネル密度推定 / カーネル密度関数
Outline of Final Research Achievements

This research project extends the estimation of distribution algorithms to cope with graph individuals. The proposed method employ graph kernels to estimate the distribution of graph individuals. That is, the proposed method search for better solutions in the feature space.
The results can be summarized as follows: The implementations of algorithms is re-designed such that the sampling method is examined. Moreover, the proposed method extended to cope with nodes with types. Moreover, the proposed method is applied to the Order/Degree problems, which is examined in graph study groups. The experimental results showed that the proposed method is competent with other conventional method designed for solving the Order/Degree problems, meanwhile, the proposed method is general-purpose algorithms.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (12 results)

All 2016 2015 2014

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Open Access: 2 results,  Acknowledgement Compliant: 2 results) Presentation (7 results) (of which Int'l Joint Research: 2 results,  Invited: 1 results) Book (3 results)

  • [Journal Article] Estimation of Distribution Algorithms with Graph Kernels2016

    • Author(s)
      前澤健太,半田久志
    • Journal Title

      Transaction of the Japanese Society for Evolutionary Computation

      Volume: 7 Issue: 3 Pages: 56-64

    • DOI

      10.11394/tjpnsec.7.56

    • NAID

      130005279694

    • ISSN
      2185-7385
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Evolutionary Learning with Deep Boltzmann Machine for Mario AI Championships2014

    • Author(s)
      半田 久志
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 134 Issue: 11 Pages: 1738-1745

    • DOI

      10.1541/ieejeiss.134.1738

    • NAID

      130004704434

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] stimation of Distribution Algorithms with Graph Kernels for Graphs with Node Types2016

    • Author(s)
      H. Handa,K. Maezawa
    • Organizer
      Asia-Pacific Symposium on Intelligent and Evolutionary Systems
    • Place of Presentation
      Canberra(Australia)
    • Year and Date
      2016-11-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 分布推定アルゴリズムの Order/Degree 問題への適用2016

    • Author(s)
      長谷川 稜一, 前澤 健太, 半田 久志
    • Organizer
      第26回イ ンテリジェン ト・システム・シンポジウム
    • Place of Presentation
      大阪大学(大阪)
    • Year and Date
      2016-10-27
    • Related Report
      2016 Annual Research Report
  • [Presentation] EDA-GK のタイプ付きノードへの拡張と性能評価2016

    • Author(s)
      前澤 健太, 長谷川 稜一, 半田 久志
    • Organizer
      第26回イ ンテリジェン ト・システム・シンポジウム
    • Place of Presentation
      大阪大学(大阪)
    • Year and Date
      2016-10-27
    • Related Report
      2016 Annual Research Report
  • [Presentation] Use of RBM for Identifying Linkage Structures of Genetic Algorithms2016

    • Author(s)
      H. Handa
    • Organizer
      The Eighth International Conference on Future Computational Technologies and Applications
    • Place of Presentation
      Rome(イタリア)
    • Year and Date
      2016-03-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Efficient Evolution of the Topology of Networks by the Estimation of Distribution Algorithms with Graph Kernels2014

    • Author(s)
      Hisashi Handa
    • Organizer
      IEEEE International Conference on Computational Intelligence and Communication Networks
    • Place of Presentation
      コルカタ(インド)
    • Year and Date
      2014-11-14 – 2014-11-16
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Memetic Algorithms of Graph-Based Estimation of Distribution Algorithms2014

    • Author(s)
      Kenta Maezawa, Hisashi Handa
    • Organizer
      18th Asia Pacific Symposium on Intelligent and Evolutionary Systems
    • Place of Presentation
      シンガポール(シンガポール)
    • Year and Date
      2014-11-10 – 2014-11-12
    • Related Report
      2014 Research-status Report
  • [Presentation] Deep Boltzmann Machine for evolutionary agents of Mario AI2014

    • Author(s)
      Hisashi Handa
    • Organizer
      2014 IEEE Congress on Evolutionary Computation (CEC)
    • Place of Presentation
      北京(中国)
    • Year and Date
      2014-07-06 – 2014-07-11
    • Related Report
      2014 Research-status Report
  • [Book] Proceedings of the 18th Asia Pacific Symposium on Intelligent and Evolutionary Systems, Volume 12015

    • Author(s)
      Handa, H., Ishibuchi, H., Ong, Y.-S., Tan, K.-C. (Eds.)
    • Total Pages
      709
    • Publisher
      Springer
    • Related Report
      2014 Research-status Report
  • [Book] Proceedings of the 18th Asia Pacific Symposium on Intelligent and Evolutionary Systems, Volume 22015

    • Author(s)
      Handa, H., Ishibuchi, H., Ong, Y.-S., Tan, K.-C. (Eds.)
    • Total Pages
      685
    • Publisher
      Springer
    • Related Report
      2014 Research-status Report
  • [Book] JavaとUMLで学ぶ オブジェクト指向プログラミング2014

    • Author(s)
      半田久志
    • Total Pages
      220
    • Publisher
      近代科学社
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2020-01-20  

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