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Search Method for a Singular Model Taking into AccountSingular Regions in a Search Space

Research Project

Project/Area Number 22500212
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Sensitivity informatics/Soft computing
Research InstitutionChubu University

Principal Investigator

NAKANO Ryohei  中部大学, 工学部, 教授 (90324467)

Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2012: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2011: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2010: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywords機械学習 / 特異モデル / 探索法 / 特異領域 / 多層パーセプトロン
Research Abstract

We proposed a new learning method called SSF for multilayer perceptron (MLP), which makes good use of singular regions to stably and successfully find excellent solutions commensurate with the number of hidden units. SSF worked well in our experiments using artificial and real data sets. We also proposed another learning method for MLP which utilizes eigen vector descent, and showed that it moved through flat singular regions to find excellent solutions. Moreover, we got very promising preliminary results that our SSF framework can be applied to learning of complex-valued MLP to find unbounded or periodic solutions.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (35 results)

All 2013 2012 2011 2010 Other

All Journal Article (5 results) (of which Peer Reviewed: 5 results) Presentation (26 results) Book (2 results) Remarks (2 results)

  • [Journal Article] 複素BFGS法を用いた複素ニューラルネットワークの学習法2013

    • Author(s)
      鈴村真矢、中野良平
    • Journal Title

      電子情報通信学会論文誌

      Volume: Vol.J96-D.No.3

    • NAID

      110009593011

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Error correction of enumerative induction of deterministic context-free L-system grammar2013

    • Author(s)
      R. Nakano
    • Journal Title

      IAENG International Journal of Computer Science

      Volume: Vol. 40 、No. 1

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Fast and stablelearning utilizing singular regions of multilayer perceptron2013

    • Author(s)
      S. Satoh、R. Nakano
    • Journal Title

      Neural Processing Letters

      Volume: - Issue: 2 Pages: 1-17

    • DOI

      10.1007/s11063-013-9283-z

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Multi-directional search from the primitive initial point for Gaussianmixture estimation using variationa lBayes method2010

    • Author(s)
      Y. Ishikawa、I. Takeuchi、R. Nakano
    • Journal Title

      Neural Networks

      Volume: Vol.23、No.3

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Multi-directional search from the primitive initial point for Gaussian mixture estimation using variational Bayes method2010

    • Author(s)
      Y.Ishikawa, I.Takeuchi, R.Nakano
    • Journal Title

      Neural Networks

      Volume: Vol.23, No.3 Pages: 356-364

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] 得意領域を活用した多層パーセプトロン探索法2013

    • Author(s)
      佐藤聖也、中野良平
    • Organizer
      電子情報通信学会技術研究報告ニューロコンピューティング研究会
    • Place of Presentation
      北海道大学
    • Year and Date
      2013-01-24
    • Related Report
      2012 Final Research Report
  • [Presentation] 特異階段追跡法を用いたサンプリング法による多層パーセプトロンモデル選択2013

    • Author(s)
      大脇高之、中野良平
    • Organizer
      電子情報通信学会技術研究報告ニューロコンピューティング研究会
    • Place of Presentation
      北海道大学
    • Year and Date
      2013-01-24
    • Related Report
      2012 Final Research Report
  • [Presentation] 特異領域を活用した多層パーセプトロン探索法2013

    • Author(s)
      佐藤聖也、中野良平
    • Organizer
      電子情報通信学会技術研究報告 ニューロコンピューティング研究会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] 特異階段追跡法を用いたサンプリング法による多層パーセプトロンモデル選択2013

    • Author(s)
      大脇高之、中野良平
    • Organizer
      電子情報通信学会技術研究報告 ニューロコンピューティング研究会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] BFGS法と可約性写像を用いた複素多層パーセプトロン探索法2012

    • Author(s)
      鈴村真矢、中野良平
    • Organizer
      計測自動制御学会第2回コンピューテーショナル・インテリジェンス研究会
    • Place of Presentation
      岡山大学
    • Year and Date
      2012-09-28
    • Related Report
      2012 Final Research Report
  • [Presentation] Eigen vector descent and line search for multilayer perceptron2012

    • Author(s)
      S.Satoh, R.Nakano
    • Organizer
      Proc.of International Conference on Artificial Intelligence and Applications (ICAIA2012), pp.1-6, Hong Kong, March 14-16, 2012
    • Place of Presentation
      Hong Kong
    • Year and Date
      2012-03-16
    • Related Report
      2011 Annual Research Report
  • [Presentation] Grammatical induction with error correction fordeterministic context-free L-systems2012

    • Author(s)
      R. Nakano、S. Suzumura
    • Organizer
      International Conference on Machine Learning and Data Analysis (ICMLDA)2012
    • Place of Presentation
      Berkeley、USA
    • Related Report
      2012 Final Research Report
  • [Presentation] Complex- valued multilayer perceptron search utilizing eigen vector descent and reducibility mapping2012

    • Author(s)
      S. Suzumura 、R. Nakano
    • Organizer
      International Conference on Artificial Neural Networks (ICANN) 2012、
    • Place of Presentation
      Lausanne、Switzerland
    • Related Report
      2012 Final Research Report
  • [Presentation] Eigen vector descent and line search for multilayer perceptron2012

    • Author(s)
      S. Satoh、R. Nakano
    • Organizer
      International Conference on Artificial Intelligence and Applications (ICAIA) 2012
    • Place of Presentation
      Hong Kong
    • Related Report
      2012 Final Research Report
  • [Presentation] Complex-valued multilayer perceptron search utilizing eigen vector descent and reducibility mapping2012

    • Author(s)
      S. Suzumura and R. Nakano
    • Organizer
      ICANN 2012 (the 22th International Conference on Artificial Neural Networks)
    • Place of Presentation
      Lausanne, Switzerland
    • Related Report
      2012 Annual Research Report
  • [Presentation] Grammatical induction with error correction for deterministic context-free L-systems2012

    • Author(s)
      R. Nakano and S. Suzumura
    • Organizer
      ICMLDA 2012 (International Conference on Machine Learning and Data Analysis)
    • Place of Presentation
      Berkeley, USA
    • Related Report
      2012 Annual Research Report
  • [Presentation] BFGS法と可約性写像を用いた複素多層パーセプトロン探索法2012

    • Author(s)
      鈴村真矢、中野良平
    • Organizer
      第2回コンピューテーショナル・インテリジェンス研究会
    • Place of Presentation
      岡山大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] 固有ベクトル降下法と可約性写像を用いた複素多層パーセ プトロン探索法2011

    • Author(s)
      鈴村真矢、中野良平
    • Organizer
      電子情報通信学会技術研究報告ニューロコンピューティング研究会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2011-12-20
    • Related Report
      2012 Final Research Report
  • [Presentation] 多層パーセプトロンにおける固有ベクトル降下法と直線探索2011

    • Author(s)
      佐藤聖也、中野良平
    • Organizer
      電子情報通信学会技術研究報告ニューロコンピューティング研究会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2011-12-20
    • Related Report
      2012 Final Research Report
  • [Presentation] 多層パーセプトロンの特異領域を利用した探索法2011

    • Author(s)
      佐藤聖也、中野良平
    • Organizer
      電子情報通信学会技術成果報告ニューロコンピューティング研究会NC2011-87,pp.19-24, 2011.12.20、名古屋工業大学
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2011-12-20
    • Related Report
      2011 Annual Research Report
  • [Presentation] 固有ベクトル降下法と可約性写像を用いた複素多層パーセプトロン探索法2011

    • Author(s)
      鈴村真也、中野良平
    • Organizer
      電子情報通信学会技術成果報告ニューロコンピューティング研究会NC2011-88,pp.25-30,2011.12.20、名古屋工業大学
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2011-12-20
    • Related Report
      2011 Annual Research Report
  • [Presentation] Learning method utilizing singular region of multilayer perceptron2011

    • Author(s)
      R.Nakano, S.Satoh, T.Ohwaki
    • Organizer
      Proc.of International Conference on Neural Computation Theory and Applications (NCTA 2011) pp.106-111, Paris, France, Oct.24-26, 2011
    • Place of Presentation
      Paris, France
    • Year and Date
      2011-10-26
    • Related Report
      2011 Annual Research Report
  • [Presentation] 複素多層パーセプ トロンの探索空間と探索法2011

    • Author(s)
      鈴村真矢、 中野良平
    • Organizer
      計測自動制御学会第1回コンピューテーショナル・インテリジェンス研究会
    • Place of Presentation
      京都工芸繊維大学
    • Year and Date
      2011-09-30
    • Related Report
      2012 Final Research Report
  • [Presentation] 複素多層パーセプトロンの探索空間と探索法2011

    • Author(s)
      鈴村真也、中野良平
    • Organizer
      第1回コンピューテーショナル・インテリジェンス研究会「クリフォードニューロコンピューティングを中心として」計測自動制御学会(システム・情報部門),pp.85-91,2011.9.30,京都工芸繊維大学
    • Place of Presentation
      京都工芸繊維大学
    • Year and Date
      2011-09-30
    • Related Report
      2011 Annual Research Report
  • [Presentation] Learning method utilizing singular region of multilayer perceptron2011

    • Author(s)
      R. Nakano、S. Satoh、T. Ohwaki
    • Organizer
      International Conference on Neural Computation Theory and Applications(NCTA) 2011
    • Place of Presentation
      Paris、France
    • Related Report
      2012 Final Research Report
  • [Presentation] 多層パーセプトロンの特異領域を利用した探索法2010

    • Author(s)
      佐藤聖也、大脇高之、中野良平
    • Organizer
      電子情報通信学会技術研究報告ニューロコンピューティング研究会
    • Place of Presentation
      名古屋大学
    • Year and Date
      2010-12-19
    • Related Report
      2012 Final Research Report
  • [Presentation] 多層パーセプトロンの特異領域を利用した探索法2010

    • Author(s)
      佐藤聖也、大脇高之、中野良平
    • Organizer
      電子情報通信学会技術研究報告、ニューロコンピューティング(NC)研究会、NC2010-81,pp.85-90
    • Place of Presentation
      名古屋大学
    • Year and Date
      2010-12-19
    • Related Report
      2010 Annual Research Report
  • [Presentation] Number theory-based induction of deterministic context-free Lsystem grammar2010

    • Author(s)
      R.Nakano, N.Yamada
    • Organizer
      the 2nd International Joint Conf. on Knowledge Discovery, Knowledge Eng. & Knowledge Management (IC3K'10), pp.194-199
    • Place of Presentation
      Valencia, Spain
    • Year and Date
      2010-10-27
    • Related Report
      2010 Annual Research Report
  • [Presentation] Nominally conditioned linear regression2010

    • Author(s)
      Y.Tanahashi, R.Nakano, K.Saito
    • Organizer
      Proc.of the 20th International Conference on Artificial Neural Networks (ICANN'10), LNCS 6354, pp.290-293
    • Place of Presentation
      Tessaloniki Greece
    • Year and Date
      2010-09-17
    • Related Report
      2010 Annual Research Report
  • [Presentation] Number theory-based induction of deterministic context-free L-system grammar2010

    • Author(s)
      R. Nakano、N. Yamada
    • Organizer
      the2nd International Joint Conference onKnowledge Discovery, Knowledge Eng.& Knowledge Management (IC3K)2010
    • Place of Presentation
      Valencia、Spain
    • Related Report
      2012 Final Research Report
  • [Presentation] Nominally conditioned linear regression2010

    • Author(s)
      Y. Tanahashi 、R. Nakano、K. Saito
    • Organizer
      International Conference on Artificial Neural Networks (ICANN)2010
    • Place of Presentation
      Thessaloniki、Greece
    • Related Report
      2012 Final Research Report
  • [Book] Studies in computational Intelligence 4652013

    • Author(s)
      S.Satoh、R.Nakano
    • Total Pages
      362
    • Publisher
      Springer
    • Related Report
      2012 Final Research Report
  • [Book] Studies in Computational Intelligence 4652013

    • Author(s)
      S. Satoh and R. Nakano
    • Total Pages
      362
    • Publisher
      Springer
    • Related Report
      2012 Annual Research Report
  • [Remarks]

    • URL

      http://www.nipl.cs.chubu.ac.jp/~nakano/index-j.html

    • Related Report
      2012 Final Research Report
  • [Remarks] ニューラル情報処理の研究

    • URL

      http://www.nipl.cs.chubu.ac.jp/~nakano/learning-j.html

    • Related Report
      2012 Annual Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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