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Computational Studies on the Cognition and Memory Mechanisms of the Layered Neural Network with Asymmetric Structure

Research Project

Project/Area Number 21500225
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

ISHII Naohiro  愛知工業大学, 情報科学部, 教授 (50004619)

Co-Investigator(Kenkyū-buntansha) TORII Ippei  愛知工業大学, 情報科学部, 准教授 (50454327)
鈴木 晋  愛知工業大学, 情報科学部, 教授 (80206490)
Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2011: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2010: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2009: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Keywordsニューラルネットワーク / 非対称構造 / 非対称、非線形回路 / 偶数次と奇数次の非対称 / 冗長性の回路 / 層構造ニューラルネット / ベクトルの生成 / 選択的経路 / 偶数次と奇数次の非対称性 / 層構造のニューラルネット / ニューラルネットの応用 / ベクトル場の生成 / 冗長性の生成 / 再学習
Research Abstract

The architecture of the biological asymmetric network with odd-even(or even-odd) order nonlinearities is analyzed for the network computations. Motion perception is a basic mechanism in the layered visual system of the brain. The invariant equation for evaluation of the movement and its movement velocity are derived in the fundamental asymmetric sub-network computations. As the model of visual system, the layered heterogeneous network is developed here, which shows a generation model of movement vectors in V1and MT area of the visual cortex.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (46 results)

All 2012 2011 2010 2009

All Journal Article (39 results) (of which Peer Reviewed: 37 results) Presentation (6 results) Book (1 results)

  • [Journal Article] Classification by Part-Ial Data of Reducts-kNN with Con-Fidence2012

    • Author(s)
      Naohiro Ishii
    • Journal Title

      Int. Symp. on Applied Informatics

      Pages: 1-4

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Modified Reduct-NearestNeighbor Classification2012

    • Author(s)
      Naohiro Ishii, Ippei Torii, Yonngguang Bao, Hidekazu Tanaka
    • Journal Title

      Proc. IEEE/ACIS Int. Conf. on Comp. And Information Science Comp. Soc

      Pages: 310-315

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Analog Learning Neural Network using Multiple and Sample Hold Circuits2012

    • Author(s)
      Masashi Kawaguchi, Takashi Jinbo, Naohiro Ishii
    • Journal Title

      Proc. IEEE/ACIS Int. Conf. on Comp. and InformationScience IEEEComp. Soc

      Pages: 243-246

    • Related Report
      2011 Final Research Report
  • [Journal Article] Information Visualization Systems for Activation of Shotengai2012

    • Author(s)
      Ippei Torii, Kaoruko Ohtani, Takahito Niwa, Naohiro Ishii
    • Journal Title

      情報処理学会論文誌

      Volume: (印刷中)

    • NAID

      130002073640

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Voice Output Communication Aid Application for Personal Digital Assistant for Autistic Children2012

    • Author(s)
      Ippei Torii, Kaoruko Ohtani, Nahoko Shirahama, Takahito Niwa, Naohiro Ishii
    • Journal Title

      Proc. IEEE/ACIS Int. Conf. on Comp. And Information Science IEEE Comp. Soc

      Pages: 329-333

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Classifiction by Partial Data of Reducts-kNN with Confidence2012

    • Author(s)
      Naohiro Ishii
    • Journal Title

      Proc.3^<rd> Int.Symposium on Applied Informatics(May)

      Volume: (In printing)

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Modified Reduct-Nearest Neighbor Classification2012

    • Author(s)
      Naohiro Ishii, I.Torii, 他2名
    • Journal Title

      Proc.IEEE/ACIS Int.Conf.on Computer & Inf.Science IEEE Computer Society Pub.

      Volume: (In printing)

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Information Visualization System for Activation of Shotengai2012

    • Author(s)
      I.Torii, K.Ohtani, T.Niwa, N.Ishii
    • Journal Title

      情報処理学会論文誌

      Volume: (掲載決定)(In printing)

    • NAID

      130002073640

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Collaborative Activities of Layered Neural Network2011

    • Author(s)
      Naohiro Ishii, Masashi Kawaguchi, Toshinori Deguchi, Hiroshi Sasaki
    • Journal Title

      Proc. ACIS/JNU Int. Conf. on Computers, Networks and Sys IEEEComp. Soc. Pub

      Pages: 417-422

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Vector Generations in Neural Network Computations2011

    • Author(s)
      Naohiro Ishii, Toshinori Deguchi, Masashi Kawaguchi, Hiroshi Sasaki
    • Journal Title

      Proc. Int. Conf. on Parallel Dist. Comp. Systems ACTA Press

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] On Memory Capacity in Incremental LearningwithAppropriate Refractoriness and Weight Increment2011

    • Author(s)
      Toshinori Deguchi, Naohiro Ishii
    • Journal Title

      Proc. ACIS/JNU Int. Conf. on Computers, Networks and Sys IEEE Comp. Soc

      Pages: 427-430

    • Related Report
      2011 Final Research Report
  • [Journal Article] Control of Variables in Reducts kNN Classification with Confidence2011

    • Author(s)
      Naohiro Ishii, Yuichi Morioka, Yonngguang Bao, Hidekazu Tanaka
    • Journal Title

      KES11, Lecture Notes in Computer Science Springer

      Volume: Vol.8994 Pages: 98-117

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Efforts Prediction Modelsusing Self-Organizing Maps forEmbedded Software2011

    • Author(s)
      Kazunori Iwata, Toyoshiro Nakajima, Yoshiyuki Anan, Naohiro Ishii
    • Journal Title

      Proc. IEEE Int. Conf. on Tools for Artificial Intell IEEEComp. Soc

      Pages: 142-147

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Classification by Rough set, AdaBoost, and SVM, Proc. Int. Symp. on Network, Parallel and Dist. Comp2011

    • Author(s)
      Naohiro Ishii, Yuichi Morioka, Shinichi Suyama, Yongguang Bao
    • Journal Title

      IEEE Comp. Soc

      Pages: 63-68

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] 商店街活性化のための視覚情報化の試み2011

    • Author(s)
      鳥居一平、岡田陽介、小野木学、丹羽嵩仁、石井直宏
    • Journal Title

      電気学会論文誌

      Volume: Vol.130, No.12 Pages: 2178-2179

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Collaborative Activities of Layered Neural Network2011

    • Author(s)
      Naohiro Ishii, T.Deguchi, 他2名
    • Journal Title

      Proc.Int.Conf.on Comp., Networks, Sys.& Ind.Eng.IEEE Computer Society Pub.

      Pages: 417-422

    • DOI

      10.1109/cnsi.2011.88

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Vector Generations in Neural Network Computations2011

    • Author(s)
      Naohiro Ishii, T. Deguchi, 他2名
    • Journal Title

      Proc.Int.Conf.on Parallel Distributed Comp.Systems.ACTA Press Pub.

    • DOI

      10.2316/p.2011.757-023

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Collaborative Activities of Layered Neural Network2011

    • Author(s)
      Naohiro Ishii, Toshinori Deguchi, 他
    • Journal Title

      Proc.Int.Conf.on Computers, Networks, Systems & Ind.Engineering

      Volume: IEEE Comp.Soc..Press(印刷中)

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Classification by Multiple Reducts-kNN with Confidence2010

    • Author(s)
      Naohiro Ishii, Youichi Morioka, Hiroaki Kimura, Yonngguang Bao
    • Journal Title

      Proc. IDEAL, Lecture Notes of Computer Science Springer

      Volume: Vol.6283 Pages: 94-101

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] ニューラルネットワークを利用した組み込みソフトウエア開発における総工数とエラー予測モデル2010

    • Author(s)
      岩田員典、中島豊四郎、阿南佳之、石井直宏
    • Journal Title

      電気学会論文誌

      Volume: Vol.130, No.12 Pages: 2167-2173

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Information Extraction Using XPth", Proc. KES, Lecture Notes in Computer Science2010

    • Author(s)
      Masashi Okada, Naohiro Ishii, Ippei Torii
    • Journal Title

      Springer

      Volume: Vol.6278 Pages: 104-112

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Information Visualization System for Activation of Shopping Strreets", Proc. KES, Lecture Notes in Computer Science2010

    • Author(s)
      Ippei Torii, Yousuke Okada, Takahito Niwa, Manabu Onogi, Naohiro Ishii
    • Journal Title

      Springer

      Volume: Vol.6278 Pages: 113-122

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Classification by Multiple Reducts-kNN with Confidence2010

    • Author(s)
      Naohiuro Ishii, Yuichi Morioka, et. al.
    • Journal Title

      Proc.IEEE Int.Conf on Tools of Artificial Intell-igence.

      Volume: IEEE Comp.Soc.Press

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ニューラルネットワークを利用した組み込みソフトウエア開発における総工数とエラー予測モデル2010

    • Author(s)
      岩田、中島、阿南, 石井
    • Journal Title

      電気学会論文誌C(電子・情報・システム部門誌)

      Volume: Vol.130.No.12 Pages: 2167-2173

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Information Extraction Using XPath2010

    • Author(s)
      Masashi Okada, Naohiro Ishii, Ippei Torii
    • Journal Title

      Knowledge-Based and Intelligent Information and Engineering Systems-(KES 2010) LNCS

      Volume: Vol.6278 Springer Pages: 104-112

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Classification by Rough Set Reducts, AdaBoost and SVM2010

    • Author(s)
      Naohiro Ishii, Yuichi Morioka, et. al.
    • Journal Title

      Proc.Software Eng., AI, Networking and Parallel-Distributed Computing

      Volume: IEEE Comp.Soc.Press Pages: 63-68

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] DACS Systems Implementation method2010

    • Author(s)
      Kazuya Odagiri, Naohiro Ishii, et. al.
    • Journal Title

      Proc.IEEE International Conference on Advanced Information Networking and Applications

      Volume: IEEE Comp.Soc.Press Pages: 260-267

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Ckassification by Rough Set Reducts, Ada Boost and SVM2010

    • Author(s)
      Naohiro Ishii, Yuichi Morioka, Shinichi Suyama, Yongguang Bao
    • Journal Title

      Proc.IEEE/ACIS Soft Eng.Network, AI, Networking, Parallel/Distributed Computing, SNPD2010 IEEE Comp. Society(in printing)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Reconstructed Bitter Melon with Complex and Irregular Surface Based on 3-Dimensional Computer Graphics2010

    • Author(s)
      鳥居一平, 岡田陽介, 丹羽嵩仁, 石井直宏
    • Journal Title

      ACIS International Journal of Computer & Information Science Vol.10 No.4

      Pages: 1-10

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On Influence of Refractory Parameter in Incremental Learning2010

    • Author(s)
      Keisuke Matsuno, Toshinori Deguchi, Naohiro Ishii
    • Journal Title

      Proc.IEEE/ACIS Int.Conf.on Computer and Information Science, ICIS2010 IEEE Comp. Society(in printing)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 商店街活性化のためのインターネットを用いた情報視覚化の試み2010

    • Author(s)
      鳥居一平, 岡田陽介, 小野木学, 丹羽嵩仁, 石井直宏
    • Journal Title

      電気学会論文誌(C)、電子・情報・システム部門誌 (印刷中)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Information Extraction Using XPath2010

    • Author(s)
      岡田陽介, 石井直宏, 鳥居一平
    • Journal Title

      Knowledge-Based and Intelligent Information and Engineering Systems, KES2010, Lecture Notes CS Springer(in printing)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Nearest Neighbor Classification by Relearning", Proc. IDEAL, Lecture Notes of Computer Science2009

    • Author(s)
      Naohiro Ishii, Yuta Hoki, Yuki Okada, Y. Bao
    • Journal Title

      Springer

      Volume: Vol.5788 Pages: 42-49

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] 周波数・パワーの高速連続算出法を用いた息止め時における心拍変動解析2009

    • Author(s)
      吉田豊、横山清子、石井直宏
    • Journal Title

      電気学会論文誌

      Volume: Vol.129, No.1 Pages: 1-7

    • NAID

      10023999085

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Similarity Grouping of Printings by Distance Measure and SelfOrganizing Map"', Proc. KES, Lecture Notes in Computer Science2009

    • Author(s)
      Naohiro Ishii, Ippei Torii, Tomomi Kanda
    • Journal Title

      Springer

      Volume: Vol.5712 Pages: 713-720

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Nearest Neighbor Classification by Relearning2009

    • Author(s)
      Naohiro Ishii, Yuta Hoki, Yuuki Okada, Yongguang Bao
    • Journal Title

      Intelligent Data Engineering and Automated Learning, IDEAL2009, Lecture Notes in Computer Sci. Springer, Vol.5788

      Pages: 42-49

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Using an Artificial Neural Network for Predicting Embedded Software Development Effort2009

    • Author(s)
      K.Iwata, Y.Annan, T.Nakashima, N.Ishii
    • Journal Title

      Proc.IEEE/ACIS Soft Eng.Network and Parallel Distributed Computing(SNPD2009) IEEE Comp. Society

      Pages: 275-280

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Similarity Grouping of Paintings by Distance Measure and Self Organizing Map2009

    • Author(s)
      Naohiro Ishii, Yusaku Tokuda, Ippei Torii, Tomomi Kanda
    • Journal Title

      Knowledge-Based and Intelligent Information and Engineering Systems, KES2009, Lecture Notes CS Springer Vol.5712

      Pages: 713-720

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Portal System and itsAppication Based on DACS Web Service2009

    • Author(s)
      Kazuya Odagiri, Naohiro Ishii, Rihito Yaegashi, Masaharu Tadauch
    • Journal Title

      Proc.of the 3^<rd> International Conference on Internet Technologies and Applications Glyndwr Univ UK

      Pages: 672-681

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] カオスニューラルネットワークによる逐次学習に関する研究2010

    • Author(s)
      福田、出口、石井
    • Organizer
      平成22年度、電気関係学会東海支部連合大会、Session P3-7
    • Place of Presentation
      愛知県春日井市、中部大学
    • Year and Date
      2010-08-31
    • Related Report
      2010 Annual Research Report
  • [Presentation] カオスニューラルネットワークによる逐次学習に関する研究2010

    • Author(s)
      福田純也、出口利憲、石井直宏
    • Organizer
      平成22年度、電気関係学会東海支部連合大会
    • Related Report
      2011 Final Research Report
  • [Presentation] 逐次学習における引き込み領域に関する研究2009

    • Author(s)
      木村俊貴, 出口利憲, 石井直宏
    • Organizer
      電気系東海支部連合大会 論文番号O-006
    • Place of Presentation
      愛知工業大学
    • Year and Date
      2009-09-10
    • Related Report
      2009 Annual Research Report
  • [Presentation] フォトリアリスティックオブジェクトモデリングの手法、形状復元への応用2009

    • Author(s)
      鳥居一平, 岡田陽介, 水谷, 石井
    • Organizer
      電気系東海支部連合大会 論文番号O-419
    • Place of Presentation
      愛知工業大学
    • Year and Date
      2009-09-10
    • Related Report
      2009 Annual Research Report
  • [Presentation] 簡単なフォトリアリスティックフェイシャルモデリング2009

    • Author(s)
      鳥居一平、岡田陽介、水谷将之、石井直宏
    • Organizer
      かたちシューレ
    • Related Report
      2011 Final Research Report
  • [Presentation] フォトリアリステックオブジェクトモデリングの手法、簡易手法による微細突起形状復元への応用2009

    • Author(s)
      鳥居一平、岡田陽介、水谷将之、石井直宏
    • Organizer
      平成21年度電気関係学会東海支部連合大会
    • Related Report
      2011 Final Research Report
  • [Book] 「環境激変と経営、会計、情報」石井の分担執筆-IT化とデータ高機能処理-2009

    • Author(s)
      野村健太郎, 山本勝, 石井直宏編
    • Total Pages
      270
    • Publisher
      税務経理協会
    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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