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Development of self-evolving modular network which grows to the optimal structure in self-organizing manner

Research Project

Project/Area Number 25730153
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Soft computing
Research InstitutionNational Fisheries University

Principal Investigator

Tokunaga Kazuhiro  独立行政法人水産大学校, その他部局等, 講師 (00432956)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Keywords自己成長型モジュラーネットワーク / 成長型自己組織化マップ / 自己組織化マップ / 自己成長型ニューラルネットワーク / 成長型ニューラルネットワーク / ニューラルネットワーク
Outline of Final Research Achievements

The purpose of this work is to develop new growing neural network for the backbone algorithm of a self-evolving modular network. In this work, an information criterion-based growing topology representing has been proposed. Also its theory and learning algorithm have been established. In the experiments with artificial data, the proposed method has been able to obtain a sufficient results with the less samples as compared with the conventional growing neural network. Also the stability of the learning is shown in the proposed method. From the results of various experiments, it was suggested that the proposed method is effective as a backbone algorithm of the self-evolving modular network.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (7 results)

All 2016 2015 2014

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results,  Acknowledgement Compliant: 1 results) Presentation (6 results)

  • [Journal Article] Growing topology representing network2014

    • Author(s)
      K. Tokunaga
    • Journal Title

      Applied Soft Computing

      Volume: 22 Pages: 311-322

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] 情報量基準をベースに成長する位相表現ネットワークの有効性検証に関する研究2016

    • Author(s)
      徳永憲洋
    • Organizer
      IEICE スマートインフォメディアシステム研究会
    • Place of Presentation
      東京都世田谷区
    • Year and Date
      2016-03-10
    • Related Report
      2015 Annual Research Report
  • [Presentation] 混合ガウスモデルを基にした成長型自己組織化マップのアルゴリズム提案2015

    • Author(s)
      徳永憲洋
    • Organizer
      ファジィシステムシンポジウム
    • Place of Presentation
      東京都調布市
    • Year and Date
      2015-09-02
    • Related Report
      2015 Annual Research Report
  • [Presentation] 成長型自己組織化マップを利用した成長する感覚運動写像の実現2015

    • Author(s)
      徳永憲洋、松田 成午、佐藤 文彦
    • Organizer
      2015年電子情報通信学会総合大会講演論文集(情報・システム講演論文集1)
    • Place of Presentation
      滋賀県草津市
    • Year and Date
      2015-03-12
    • Related Report
      2014 Research-status Report
  • [Presentation] Evolving self-organizing mapを用いた自己成長型ニューラルネットワークの提案2015

    • Author(s)
      徳永憲洋、松田 成午、佐藤 文彦
    • Organizer
      第19回日本知能情報ファジィ学会中国・四国支部大会予稿集
    • Place of Presentation
      福岡県北九州市
    • Year and Date
      2015-03-09
    • Related Report
      2014 Research-status Report
  • [Presentation] 自己成長型自己組織化マップを用いた色量子化2014

    • Author(s)
      徳永憲洋、末竹規哲
    • Organizer
      電子情報通信学会技術研究報告. SIS, スマートインフォメディアシステム
    • Place of Presentation
      京都府京都市
    • Year and Date
      2014-12-18
    • Related Report
      2014 Research-status Report
  • [Presentation] Color Quantization and Image Segmentation by Enhanced Evolving Self-Organizing Map2014

    • Author(s)
      K. Tokunaga, N. Suetake
    • Organizer
      International Workshop on Smart Info-Media Systems in Asia (SISA2014)
    • Place of Presentation
      ベトナム、ホーチミン
    • Year and Date
      2014-10-09
    • Related Report
      2014 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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