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Modeling of the complementary learning systems between hippocampus and neocortex

Research Project

Project/Area Number 19700217
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Sensitivity informatics/Soft computing
Research InstitutionUniversity of Yamanashi

Principal Investigator

HATTORI Motonobu  University of Yamanashi, 大学院・医学工学総合研究部, 准教授 (40293435)

Project Period (FY) 2007 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥3,980,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥780,000)
Fiscal Year 2010: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2009: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2008: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2007: ¥600,000 (Direct Cost: ¥600,000)
Keywords海馬 / 大脳皮質 / CLS理論 / 記憶 / ニューラルネットワーク
Research Abstract

In this research, we have examined the mechanism of the complementary learning between the hippocampus and the neocortex of the brain by using an artificial neural network model which is based on physiological, anatomical and neuropsychological findings. As the results, we have revealed that the structure of the hippocampus itself can decrease the similarity of patterns to be stored and makes easy to store them. This function can be exaggerated by the neuronal turnover in dentate gyrus. Moreover, we have shown that the chaotic recall in the hippocampal network can reduce catastrophic forgetting in the neocortical network.

Report

(6 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report   Self-evaluation Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (27 results)

All 2010 2009 2008 2007

All Journal Article (24 results) (of which Peer Reviewed: 20 results) Presentation (3 results)

  • [Journal Article] Dual-Network Model Using a Chaotic Neural Network2010

    • Author(s)
      Hattori, M.
    • Journal Title

      Proceedings of IEEE and INNS International Joint Conference on Neural Networks

      Pages: 1678-1682

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Dual-Network Memory Model Using a Chaotic Neural Network2010

    • Author(s)
      Hattori, M.
    • Journal Title

      Proceedings of IEEE and INNS International Joint Conference on Neural Networks

      Pages: 1678-1682

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Avoiding Catastrophic Forgetting by Dual-Network Memory Model Using a Chaotic Neural Network2009

    • Author(s)
      Hattori, M.
    • Journal Title

      Proceedings of World Academy of Science, Engineering and Technology 60

      Pages: 851-855

    • Related Report
      2010 Final Research Report 2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Significance for Hippocampal Memory of Context-Like Information Generated in Hippocampal CA3c2009

    • Author(s)
      Samura, T., Hattori, M.and Ishizaki, S.
    • Journal Title

      Lecture Notes in Computer Science 5506

      Pages: 344-351

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Avoiding Catastrophic Forgetting by Dual-Network Memory Model Using a Chaotic Neural Network, Proceedings of World Academy of Science2009

    • Author(s)
      Hattori, M.
    • Journal Title

      Engineering and Technology 60

      Pages: 851-855

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Significance for Hippocampal Memory of Context-Like Information Generated in Hippocampal CA3c2009

    • Author(s)
      Samura, T., Hattori, M., Ishizaki, S.
    • Journal Title

      Lecture Notes in Computer Science 5506

      Pages: 344-351

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Significance for Hippocampal Memory of Context-Like Information Generated in Hippocampal CA3c2009

    • Author(s)
      Samura, T.
    • Journal Title

      Lecture Notes in Computer Science 5506

      Pages: 344-351

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 神経細胞置換を取り入れたニューラルネットワークモデル2009

    • Author(s)
      若木裕子, 服部元信
    • Journal Title

      情報処理学会第71回全国大会講演論文集 2

      Pages: 129-130

    • NAID

      110007502523

    • Related Report
      2008 Annual Research Report
  • [Journal Article] A model of hippocampal learning with neuronal turnover in dentate gyrus2008

    • Author(s)
      Wakagi, Y.and Hattori, M.
    • Journal Title

      International Journal of Mathematics and Computers in Simulation 2

      Pages: 215-222

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Effect of neuronal turnover in a hippocampal model2008

    • Author(s)
      Wakagi, Y.and Hattori, M.
    • Journal Title

      Proceedings of the 12th WSEAS International Conference on Systems

      Pages: 626-630

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Sequence disambiguation and pattern completion by cooperation between autoassociative and heteroassociative memories of functionally divided hippocampal CA32008

    • Author(s)
      Samura, T., Hattori, M.and Ishizaki, S.
    • Journal Title

      Neurocomputing 71

      Pages: 3176-3183

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A model of hippocampal learning with neuronal turnover in dentate gyrus2008

    • Author(s)
      Wakagi, Y., Hattori, M.
    • Journal Title

      International Journal of Mathematics and Computers in Simulation 2

      Pages: 215-222

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Effect of neuronal turnover in a hippocampal model2008

    • Author(s)
      Wakagi, Y., Hattori, M.
    • Journal Title

      Proceedings of the 12th WSEAS International Conference on Systems

      Pages: 626-630

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Sequence disambiguation and pattern completion by cooperation between autoassociative and heteroassociative memories of functionally divided hippocampal CA32008

    • Author(s)
      Samura, T., Hattori, M., Ishizaki, S.
    • Journal Title

      Neurocomputing 71

      Pages: 3176-3183

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] A model of hippocampal learning with neuronal turnover in dentategyrus2008

    • Author(s)
      Wakagi, Y. and Hattori, M.
    • Journal Title

      International Journal of Mathematics and Computers in Simulation 2

      Pages: 215-222

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 海馬CA3の空間・時間選択性の相互作用によるT字迷路課題を想定したループ時系列の曖昧性解消2008

    • Author(s)
      佐村俊和, 服部元信, 菊池進一, 石崎俊
    • Journal Title

      FIT2008(第7回情報科学技術フォーラム)講演論文集

      Pages: 481-482

    • Related Report
      2008 Annual Research Report
  • [Journal Article] Effect of neuronal turnover in a hippocampal model2008

    • Author(s)
      Wakagi, Y. and Hattori, M.
    • Journal Title

      Proceedings of the 12^<th> WSEAS International Conference on Systems

      Pages: 626-630

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sequence disambiguation and pattern completion by cooperation between autoassociative and heteroassociative memories of functionally divided hippocamnal CA32008

    • Author(s)
      Samura, T., Hattori, M. and Ishizaki, S.
    • Journal Title

      Neurocomputing 71

      Pages: 3176-3183

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 神経新生を考慮した海馬モデルの構築2008

    • Author(s)
      内藤秀一, 服部元信
    • Journal Title

      情報処理学会第70回全国大会講演論文集

      Pages: 291-292

    • Related Report
      2007 Annual Research Report
  • [Journal Article] 空間・時間選択性に基づく海馬CA3の分離と時系列曖昧性解消への関与2007

    • Author(s)
      佐村俊和, 服部元信, 石崎俊
    • Journal Title

      情報科学技術レターズ 6

      Pages: 195-198

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 歯状回における神経新生を考慮した海馬モデル2007

    • Author(s)
      若木裕子, 服部元信
    • Journal Title

      FIT2007(第6回情報科学技術フォーラム)講演論文集

      Pages: 475-476

    • Related Report
      2007 Annual Research Report
  • [Journal Article] 空間・時間選択性に基づく海馬CA3の分離と時系列曖昧性解消への関与2007

    • Author(s)
      佐村俊和, 服部元信, 石崎俊
    • Journal Title

      FIT2007(第6回情報科学技術フォーラム)情報科学技術レターズ

      Pages: 195-198

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Spatial and temporal selectivity of hippocampal CA3 and its contribution to sequence disambiguation2007

    • Author(s)
      Samura, T., Hattori, M. and Ishizaki, S.
    • Journal Title

      Artificial Neural Networks 2

      Pages: 49-58

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Autoassociative and heteroassociative hippocampal CA3 model based on location dependencies derived from anatomical and physiological findings2007

    • Author(s)
      Samura, T., Hattori, M. and Ishizaki, S.
    • Journal Title

      International Congress Series 1301

      Pages: 140-143

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] 海馬CA3下位領域レベルの構造と学習則に基づく2つの情報選択性領域2009

    • Author(s)
      佐村俊和, 服部元信, 石崎俊
    • Organizer
      日本神経回路網学会Brain Inspired-System研究会
    • Place of Presentation
      九州工業大学
    • Year and Date
      2009-07-24
    • Related Report
      2010 Final Research Report 2009 Annual Research Report 2009 Self-evaluation Report
  • [Presentation] 神経細胞置換を取り入れたニューラルネットワークモデル2009

    • Author(s)
      若木裕子, 服部元信
    • Organizer
      情報処理学会第71回全国大会
    • Place of Presentation
      立命館大学
    • Year and Date
      2009-03-12
    • Related Report
      2010 Final Research Report
  • [Presentation] 海馬CA3の空間・時間選択性の相互作用によるT字迷路課題を想定したループ時系列の曖昧性解消2008

    • Author(s)
      佐村俊和, 服部元信, 菊池進一, 石崎俊
    • Organizer
      第7回情報科学技術フォーラム
    • Place of Presentation
      義塾大学
    • Year and Date
      2008-09-03
    • Related Report
      2010 Final Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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