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Computational Study of Generation of Vectors in Asymmetric Layered Neural Networks

Research Project

Project/Area Number 24500285
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
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, 教授 (50454327)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2012: ¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Keywords非対称構造 / 生物ニューラルネット / 非対称ニューラルネット / 層状ニューラルネット / ベクトル生成 / 非線形ニューラルネット / 非対称構造の回路 / 非線形性の特徴 / ベクトルの生成 / ベクトル場の生成 / ウィーナ解析の応用 / 非対称性神経回路 / 非線形性の回路 / ベクトル場 / 階層性の神経回路 / 非対称ニューラル / ウィーナ核
Outline of Final Research Achievements

Biological asymmetric network with nonlinearities, which is shown in the catfish retina is analyzed for generating the movement vector from the point of the network computations. The results are applicable to the V1 and MT model of the neural networks in the cortex. The stimulus with a mixture distribution is applied to evaluate their network processing ability for the movement direction, which is characterized by vector invariants and its velocity. The characterized vector invariant equation is derived in the network computations, which evaluates the vector properties of processing ability of the network. It is shown that the vector invariants are generated in the layered network. Further, it is shown that the vector is emphasized in the MT connected after the V1. Further, the operations of vectors are shown in the divisive normalization circuit , which will create curl or divergence vectors in the higher neural network as MST area.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (17 results)

All 2015 2014 2013 2012

All Journal Article (17 results) (of which Peer Reviewed: 17 results)

  • [Journal Article] On Acceleration of Incremental Learning in Chaotic Neural Network2015

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

      Lecture Notes in Computer Science, in printing,Springer

      Volume: in printing

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Generation and Mapping of Multi-.Reducts Based on Nearest Neighbor Relation2014

    • Author(s)
      Naohiro Ishii, Ippei Torii, Toyoshiro Nakashima, Hidekazu Tanaka
    • Journal Title

      International J. of Networked and Distributed Computing

      Volume: 2(1) Issue: 1 Pages: 1-10

    • DOI

      10.2991/ijndc.2014.2.1.1

    • Related Report
      2014 Annual Research Report 2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] On Temporal Summation in Chaotic Neural Networks with Incremental Learning2014

    • Author(s)
      Toshinori deguchi, Toshiaki Takahashi and Naohiro Ishii
    • Journal Title

      International Journal of Software Innovation,IGI Global, USA

      Volume: vol.2 Issue: 4 Pages: 72-84

    • DOI

      10.4018/ijsi.2014100106

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analog Learning Neural Network Using Two-Stage Mode by Multiple and Sample Hold Circuits2014

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

      International Journal of Software Imnnovation, IGI Global, USA

      Volume: vol.2 Issue: 1 Pages: 61-72

    • DOI

      10.4018/ijsi.2014010105

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Generation of Reducts Based on Nearest Neighbor Relation2014

    • Author(s)
      Naohiro Ishii, Ippei torii,, K.Iwata and T.Nakashima
    • Journal Title

      Lecture Notes in Computer Science, IDEAL2014, Springer

      Volume: vol.8669 Pages: 18-26

    • DOI

      10.1007/978-3-319-10840-7_3

    • ISBN
      9783319108391, 9783319108407
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Development of Eye-Blink Controlled Application for Physically Handicapped Children2014

    • Author(s)
      Ippei Torii, K.Ohtani, S.Takami and Naohiro Ishii
    • Journal Title

      Lecture Notes in Computer Science, IDEAL2014, Springer

      Volume: vol.8669 Pages: 10-17

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On Simplification of Chaotic Neural Network with Increnmental Learning2014

    • Author(s)
      Toshinori Deguchi, T.Takahashi and Naohiro Ishii
    • Journal Title

      Proc. IEEE/ACIS SNPD2014, IEEE CPS

      Volume: Proc. Pages: 1-4

    • DOI

      10.1109/snpd.2014.6888736

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Vector Operations in Neural Network Computations2013

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

      International Jornal of Software Innovation

      Volume: 1(2) Issue: 2 Pages: 40-52

    • DOI

      10.4018/ijsi.2013040104

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Vector Operations in Neural Network Computations2013

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

      Proc. Software Eng., Networks,Parallel Distributed Comp.

      Volume: Proc. Pages: 450-456

    • DOI

      10.1109/snpd.2013.94

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Vector Generation and Operations in Neural Networks Computations2013

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

      Adaptive and Natural Computing Algorithms, Springer(Proc. ICANNGA2013)

      Volume: 7824, Springer LNCS Pages: 10-19

    • DOI

      10.1007/978-3-642-37213-1_2

    • ISBN
      9783642372124, 9783642372131
    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Vector Generation and Operations in Neural Networks Computationsd2013

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

      Adaptive and Natural Computing Algorithms(ICANNGA2013), LNCS, Springer

      Volume: Vol.7824 Pages: 10-19

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Vecvtor Operations in Neural Network Computations2013

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

      International Journal of Software Inovation, IGI Global Press, USA

      Volume: Vol.1 ,No.2 掲載決定

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Mapping of Nearest Neighbor for Classification2013

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

      Proc. IEEE-ACIS Inter.l Conf. on Computer and Information Science ,IEEE Comp .Soc. Pub.

      Volume: in printing

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] On Appropriate Refractoriness and Weight Increment in Incremental Learning2013

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

      Adaptive and Natural Computing Algorithms(ICANNGA2013), LNCS, Springer

      Volume: Vol.7824 Pages: 1-9

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Vecvtor Operations in Neural Networks Computations2013

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

      Proc. IEEE-ACIS Inter.l Conf. on Computer and Information Science ,IEEE Comp .Soc. Pub.

      Volume: in printing

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Information Visualization System For Activation of Shotengai2012

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

      Journal of Information Processing

      Volume: 20 Issue: 3 Pages: 633-639

    • DOI

      10.2197/ipsjjip.20.633

    • NAID

      130002116370

    • ISSN
      1882-6652
    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Modified Reducts and Their Processing for Nearest Neighbor Classification2012

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

      Data Engineering and Automated Learning(IDEAL2012),LNCS,Springer

      Volume: Vol.7435 Pages: 753-762

    • Related Report
      2012 Research-status Report
    • Peer Reviewed

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Published: 2013-05-31   Modified: 2023-03-16  

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