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2009 Fiscal Year Final Research Report

Functional role of symmetric and asymmetric STDP rules in sequence learning in the brain

Research Project

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Project/Area Number 19500126
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionKyushu Institute of Technology

Principal Investigator

HAYASHI Hatsuo  Kyushu Institute of Technology, 大学院・生命体工学研究科, 教授 (00108664)

Project Period (FY) 2007 – 2009
Keywords嗅内皮質 / 神経回路網モデル / 時系列学習 / 海馬歯状回 / 顆粒細胞モデル / シナプス競合 / STDP学習ルール
Research Abstract

We investigated roles of symmetric and asymmetric STDP learning rules in sequence learning in the entorhinal cortex and the hippocampus. It was elucidated that the symmetric STDP learning rule was suitable for establishing a sequence of loop connections, which represented a sequence of places, amid background noise. In contrast, the asymmetric STDP learning rule was suitable for synaptic competition to select spatial information accompanied by valuable non-spatial information such as odor and to cause directional propagation of neuronal activity in the hippocampal CA3 network. These results suggest that it is important to consider what STDP learning rules are suitable for local network structures in order to unveil mechanisms of the sequence learning in the whole system consisting of the hippocampus and the entorhinal cortex.

  • Research Products

    (17 results)

All 2010 2009 2008 2007

All Journal Article (3 results) (of which Peer Reviewed: 3 results) Presentation (12 results) Book (2 results)

  • [Journal Article] Competition between synapses located in proximal and distal dendrites of the dentate granule cell through STDP.2009

    • Author(s)
      Yukihiro Nonaka, Hatsuo Hayashi
    • Journal Title

      Lecture Notes in Computer Science Vol.5506

      Pages: 161-168

    • Peer Reviewed
  • [Journal Article] LTD windows of the STDP learning rule and synaptic connections having a large transmission delay enable robust sequence learning amid background noise.2009

    • Author(s)
      Hatsuo Hayashi, Jun Igarashi
    • Journal Title

      Cognitive Neurodynamics Vol.3

      Pages: 119-130

    • Peer Reviewed
  • [Journal Article] Emergence of sequence sensitivity in a hippocampal CA3-CA1 model.2007

    • Author(s)
      Motoharu Yoshida, Hatsuo Hayashi
    • Journal Title

      Neural Networks Vol.20

      Pages: 653-667

    • Peer Reviewed
  • [Presentation] Directional spike propagation by anisotropic inhibitory connections modulated through STDP in a recurrent network2010

    • Author(s)
      Toshikazu Samura, Hatsuo Hayashi
    • Organizer
      International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      Krakow
    • Year and Date
      20100900
  • [Presentation] リカレントネットワークにおける抑制領域の違法性による興奮伝導の制御2010

    • Author(s)
      佐村俊和、林初男
    • Organizer
      システム制御情報学会
    • Place of Presentation
      京都
    • Year and Date
      2010-05-20
  • [Presentation] その回路構造と機能2010

    • Author(s)
      林初男、嗅内皮質と海馬
    • Organizer
      BrainISワークショップ
    • Place of Presentation
      北九州
    • Year and Date
      2010-02-04
  • [Presentation] リカレントネットワークにおけるSTDPと抑制による興奮伝導路の形成2009

    • Author(s)
      佐村俊和、林初男
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      屋久島
    • Year and Date
      2009-11-13
  • [Presentation] スパイクタイミングに依存した可塑性をもつ歯状回顆粒細胞の遠位シナプスと中位シナプスのゲート機構2009

    • Author(s)
      林初男、野中廉裕
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      屋久島
    • Year and Date
      2009-11-13
  • [Presentation] Competition between synapses located in proximal and distal dendrites of the dentate granule cell through STDP2008

    • Author(s)
      Yukihiro Nonaka, Hatsuo Hayashi
    • Organizer
      International Conference on Neural Information Processing
    • Place of Presentation
      Auckland
    • Year and Date
      2008-11-25
  • [Presentation] STDP学習ルールに従う近位樹状突起シナプスと遠位樹状突起シナプスの競合2008

    • Author(s)
      野中廉裕、林初男
    • Organizer
      日本神経回路学会
    • Place of Presentation
      つくば
    • Year and Date
      2008-09-25
  • [Presentation] a network model of the entorhinal cortex layer II with hippocampal-entorhinal loop circuit.2008

    • Author(s)
      Hatsuo Hayashi, Sequence learning
    • Organizer
      Postech-Kyutech Joint Workshop on Neuroinformatics
    • Place of Presentation
      北九州
    • Year and Date
      2008-08-26
  • [Presentation] 相関の無い2入力で生じるスパイクタイミングに依存したシナプスの可塑的変化2008

    • Author(s)
      野中廉裕、林初男
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      北九州
    • Year and Date
      2008-03-20
  • [Presentation] Theta phase coding and suppression of irregular plastic change through STDP in the entorhino-hippocampal system amid background noise2007

    • Author(s)
      Jun Igarashi, Hatsuo Hayashi
    • Organizer
      International Conference on Cognitive Neurodynamics
    • Place of Presentation
      Shanghai
    • Year and Date
      2007-11-19
  • [Presentation] Spike-timing-dependent LTP/LTD caused by uncorrelated signals through medial and lateral perforant pathways in the dentate granule cell2007

    • Author(s)
      Yukihiro Nonaka, Hatsuo Hayashi
    • Organizer
      International Conference on Brain-Inspired Information Technology
    • Place of Presentation
      北九州
    • Year and Date
      2007-11-15
  • [Presentation] Significance of LTD window in the range of positive spike-timing of STDP rule for theta phase coding in a network having background noise2007

    • Author(s)
      Jun Igarashi, Hatsuo Hayashi
    • Organizer
      International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      Vancouver
    • Year and Date
      2007-09-17
  • [Book] Spike-timing-dependent LTP/LTD caused by uncorrelated signals through medial and lateral perforant pathways in the dentate granule cell. in“Brain-Inspired Information Technology2010

    • Author(s)
      Yukihiro Nonaka, Hatsuo Hayashi
    • Total Pages
      115-118
    • Publisher
      Springer
  • [Book] Theta phase coding and suppression of irregular plastic change through STDP in the entorhino-hippocampal system amid background noise. in“Advances in Cognitive Neurodynamics, "2008

    • Author(s)
      Jun Igarashi, Hatsuo Hayashi
    • Total Pages
      47-51
    • Publisher
      Springer

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Published: 2011-06-18   Modified: 2016-04-21  

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