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Computational Study on the Cognition and Memory Based on the Nonlinear Analysis for the Asymmetric Neural Networks

Research Project

Project/Area Number 15K00351
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field 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) 鳥居 一平  愛知工業大学, 情報科学部, 教授 (50454327)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2017: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2015: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Keywords非対称構造回路 / 非線形性 / 非対称ニューラルネット / ベクトル生成 / ウィーナー核 / 非線型解析 / 非線形解析 / Gabor filterの受容野 / ウィーナカーネル / 動きの検出 / 非対称ニューラルネットワーク / 非線形性回路 / 選択的一次独立空間 / Quadratureモデル
Outline of Final Research Achievements

To make clear the mechanism of the visual movement is important in the visual system. The prominent feature is the nonlinear characteristics as the squaring and rectification functions, which are observed in the retinal and visual cortex networks. Conventional model for motion processing in cortex, is the use of symmetric quadrature functions with Gabor filters. This paper proposes a new motion detection model in the asymmetric networks. To make clear the behavior of the asymmetric nonlinear network, white noise analysis and Wiener kernels are applied. It is shown that the biological asymmetric network with nonlinearities is effective and general for generating the directional movement from the network computations. The qualitative analysis is performed between the asymmetrical network and the conventional quadrature model. The analyses of the asymmetric neural networks are applied to the V1 and MT neural networks model in the cortex.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (28 results)

All 2018 2017 2016 2015

All Journal Article (15 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 15 results,  Open Access: 11 results) Presentation (6 results) (of which Int'l Joint Research: 6 results,  Invited: 3 results) Book (1 results) Funded Workshop (6 results)

  • [Journal Article] Development of Objective Index to Determine Autism by Eyeball Movement2018

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

      Journal of Computer,Vol.13.1.2018

      Volume: 13.1 Pages: 35-43

    • DOI

      10.17706/jcp.13.1.35-43

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Application of Asymmetric Networks to Movement Detection and Generating Independent Subspaces2017

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

      Communication in Computer and information Science,vol.744,(EANN2017), Springer2017

      Volume: 744 Pages: 267-278

    • DOI

      10.1007/978-3-319-65172-9_23

    • ISBN
      9783319651712, 9783319651729
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Generation of Reducts Based on Nearest Neighbor Relations and Boolean Reasoning2017

    • Author(s)
      Naohiro Ishii, Ippei Torii, Kazunori Iwata, Kazuya Odagiri, Toyoshiro Nakashima
    • Journal Title

      Lecture Notes in Computer science, vol.10334,(HAIS 2017), Springer2017

      Volume: 10334 Pages: 391-401

    • DOI

      10.1007/978-3-319-59650-1_33

    • ISBN
      9783319596495, 9783319596501
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Application Asymmetric Networks to Motion Detection and Independent Subspaces2017

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

      Proc. int. Conf. on Applied Computing & Comput. Science, IEEE Computer Society, 2017

      Volume: Proc. Pages: 228-233

    • DOI

      10.1109/acit-csii-bcd.2017.76

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Generation of Reducts and Threshold Functions and Its Networks for Classification2017

    • Author(s)
      Naohiro Ishii, Ippei Torii, Kazunori Iwata, Kazuya Odagiri, Toyoshiro Nakashima
    • Journal Title

      Lecture Notes in Computer Science,vol.10585,(IDEAL2017), Springer 2017

      Volume: 10585 Pages: 415-424

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Measurement of Pixel NumberVariation Abnormality in Pursuit Eye Movement of Children with Autism2017

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

      Journal of Neurology & Experimental Neuroscience

      Volume: 印刷中

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Motion Detection in Asymmetric Neural Networks2016

    • Author(s)
      Naohiro Ishii, T .Deguchi, M. Kawaguchi, H. Sasaki
    • Journal Title

      Lecture Notes in Computer Science, (ISNN2016), Springer

      Volume: 9719 Pages: 409-417

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Applications of asymmetric Networks to Bio-inspired Neural networks for Motion Detection2016

    • Author(s)
      Naohiro Ishii, T. Deguchi, M. Kawaguchi, H. Sasaki
    • Journal Title

      Advances in Intelligent Systems and Computing(UKCI2016), Springer

      Volume: 513 Pages: 491-496

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Development of Assesment Tool JudgiingAutism by Ocular Movement Measurement2016

    • Author(s)
      Ippei Torii, K.Ohtani, T. Niwa, Naohiro Ishii
    • Journal Title

      Lecture Notes in Computer Science, HCI International2016, Springer

      Volume: 9737 Pages: 237-248

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] On Learning Parameters of Incremental Learning in Chaotic Neural Network2016

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

      Communications in Computer and Information Science, (EANN2016),Springerr

      Volume: 629 Pages: 241-252

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Directive Motion Detection in Asymmetric Neural Networks2016

    • Author(s)
      Naohiro Ishii,T.Deguchi,M,Kawaguchi,H.Sasaki
    • Journal Title

      Lecture Notes in Computer Sci. Springer, 13th International Symp. on Neural Networks(Russia)

      Volume: St. Petersburg

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] On Acceleration of Incremental Learning in Chaotic Neural Network2015

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

      Lecture Notes in Comp.Sci., Springer,Advances in Computational Intelligence(IWANN2015)

      Volume: 9095 Pages: 370-379

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Classification on nonlinear mapping of reducts based on nearest neighbor relation2015

    • Author(s)
      Naohiro Ishii, I.Torii, N.Mukai, K.Iwata, T.Nakashima
    • Journal Title

      Proc. IEEE/ACIS Int.Conf. on Computer and Information Science

      Volume: Proc. Pages: 491-496

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Analog Neural Circuit and Hardware Design of Deep Learning Model2015

    • Author(s)
      Masashi Kawaguchi, Naohiro Ishii, Masayoshi Umeno
    • Journal Title

      Procedia Computer science

      Volume: 60 Pages: 976-985

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] System and method for detecting gaze direction2015

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

      IEEE Proc. Information, Intelligence, Systems and Applications(IISA2015)

      Volume: Proc. Pages: 1-6

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Surface Problems in Information Science2018

    • Author(s)
      Naohiro Ishii
    • Organizer
      IEEE/ACIS Int.Conf. on Software Eng. Artificial Intelligence, SNPD 2018
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] AsymmetricNeural Network with Gabor Filters2016

    • Author(s)
      Naohiro Ishii, T.Deguchi, M.Kawaguchi, H.Sasaki
    • Organizer
      3rd international Conf. Cpmp.Science, Intelli. & Applied Informatics
    • Place of Presentation
      Univ. of Nevada, USA
    • Year and Date
      2016-12-12
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Characterization of Nearest Neighbor Relation Based on Boolean Reasoning and Convex Cones2016

    • Author(s)
      Naohiro Ishii, I.Torii,K.Iwata, K.Odagiri, T.Nakashima
    • Organizer
      3rd international Conf. Cpmp.Science, Intelli. & Applied Informatics
    • Place of Presentation
      Univ. of Nevada, USA
    • Year and Date
      2016-12-12
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] On Pattern Generating Methods for Incremental Learning by Chaotic Neural Network2016

    • Author(s)
      Toshinori Deguchi, Naohiro Ishii
    • Organizer
      3rd international Conf. Cpmp.Science, Intelli. & Applied Informatics
    • Place of Presentation
      Univ. of Nevada, USA
    • Year and Date
      2016-12-12
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Data Computations for Applied Informatics2016

    • Author(s)
      Naohiro Ishii
    • Organizer
      IEEE/ACIS International conference, SNPD2016
    • Place of Presentation
      Shanghai, China
    • Year and Date
      2016-05-30
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Data Computations in Applied Informatics2016

    • Author(s)
      Naohiro Ishii
    • Organizer
      IEEE/ACIS Int.Conf. SNPD (上海) 基調講演
    • Place of Presentation
      中国、上海
    • Year and Date
      2016-05-30
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Book] Advances in Combining Intelligent Methods2017

    • Author(s)
      Naohiro Ishii,I.T. Ippei, Kazunori Iwata, Toyoshiro Nakashima
    • Publisher
      Springer Verlag
    • Related Report
      2016 Research-status Report
  • [Funded Workshop] ACIS International Conf. CSII20162016

    • Place of Presentation
      Univ. of Nevada, USA
    • Year and Date
      2016-12-10
    • Related Report
      2016 Research-status Report
  • [Funded Workshop] AAI International Conress on Applied Informatics2016

    • Place of Presentation
      Kumamoto, Japan
    • Year and Date
      2016-07-10
    • Related Report
      2016 Research-status Report
  • [Funded Workshop] ISNN International Wirkshop on Neural Networks2016

    • Place of Presentation
      Saint Petersburg,Russia
    • Year and Date
      2016-07-06
    • Related Report
      2016 Research-status Report
  • [Funded Workshop] IEEE/ACIS International Conf. SNPD20162016

    • Place of Presentation
      Shanghai, China
    • Year and Date
      2016-05-28
    • Related Report
      2016 Research-status Report
  • [Funded Workshop] Int.Conf.International Conf. on Information Intelligence, Systems and Applications2015

    • Place of Presentation
      Corfu, Greece
    • Year and Date
      2015-07-06
    • Related Report
      2015 Research-status Report
  • [Funded Workshop] Int.Conf. on Computer & Information Science2015

    • Place of Presentation
      LasVegas, NV,USA
    • Year and Date
      2015-06-28
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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