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Spatiotemporally organized retrieval of information inspired by the neural mechanism of mental processes

Research Project

Project/Area Number 20500279
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Bioinformatics/Life informatics
Research InstitutionThe Institute of Physical and Chemical Research

Principal Investigator

OKAMOTO Hiroshi  The Institute of Physical and Chemical Research, 脳回路機能理論研究チーム, 客員研究員 (00374067)

Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2010: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2009: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2008: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywords脳型記憶想起 / 時間積分 / 複雑ネットワーク / 時系列想起 / ベイズ推定 / ニューラルネットワーク / ヒステリシス / 確率過程 / 時系列 / 隣接行列 / 記憶想起 / 引用ネットワーク / 連続アトラクター / 揺らぎ / 準安定 / ベイズ / 経路積分 / 双安定 / 漸次的持続活性
Research Abstract

The purpose of this study is to develop a method of extracting temporally organized information by analogy to memory retrieval in the brain. We have demonstrated that stochastic dynamics of a grand network of recurrent neural networks, which models a minimal structure of cortical circuits, can produce transient and sequential activation of neurons. Different cue presentations represented by the initial state of grand network activation generate different temporal sequences. Statistical-mechanical exploration has revealed that retrieval of temporal sequences by this model conforms to Bayesian inference.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (18 results)

All 2011 2010 2009 2008

All Journal Article (5 results) (of which Peer Reviewed: 2 results) Presentation (13 results)

  • [Journal Article] Topic-Dependent Document Ranking : Citation Network Analysis by Analogy to Memory Retrieval in the Brain.2011

    • Author(s)
      Okamoto H.
    • Journal Title

      LNCS 6791

      Pages: 371-378

    • Related Report
      2010 Final Research Report
  • [Journal Article] Recurrent network models for perfect temporal integration of fluctuating correlated inputs.2009

    • Author(s)
      Okamoto H., Fukai T.
    • Journal Title

      PLoS Computational Biology Vol.5

    • Related Report
      2010 Final Research Report
  • [Journal Article] Information extraction by neural-network dynamics with multi-hysteretic neurons.2009

    • Author(s)
      Tsuboshita Y., Okamoto H.
    • Journal Title

      Neural Networks Vol.22

      Pages: 922-930

    • Related Report
      2010 Final Research Report
  • [Journal Article] Recurrent network models for perfect temporal integration of fluctuating correlated inputs2009

    • Author(s)
      Okamoto, H., Fukai, T.
    • Journal Title

      PLoS Computational Biology 5

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Information extraction by neural-network dynamics with multi-hysteretic neurons2009

    • Author(s)
      Tsuboshita, Y., Okamoto, H.
    • Journal Title

      Neural Networks 22

      Pages: 922-930

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] 大規模複雑ネットワークからのトピックに依存したコミュニティ抽出:遺伝子制御・タンパク相互作用ネットワークへの適用および創薬における標的探索2011

    • Author(s)
      岡本洋・園田隆志
    • Organizer
      第7回ネットワーク生態学シンポジウム
    • Place of Presentation
      山形市
    • Year and Date
      2011-03-10
    • Related Report
      2010 Annual Research Report
  • [Presentation] Neural basis of Hick's law : the hallmark of psychological timing of multi-alternative decision2011

    • Author(s)
      Okamoto, H., Fukai, T.
    • Organizer
      8th Computational and System Neuroscience Meeting (COSYNE 2010)
    • Place of Presentation
      Salt Lake City, UT
    • Year and Date
      2011-02-24
    • Related Report
      2010 Annual Research Report
  • [Presentation] Neural basis of Hick's law : the hallmark of psychological timing of multi-alternative decision.2011

    • Author(s)
      Okamoto H., Fukai T.
    • Organizer
      Computational and System Neuroscience (COSYNE) 2011.
    • Place of Presentation
      Salt Lake City (UT)
    • Related Report
      2010 Final Research Report
  • [Presentation] 手掛かり依存的な時系列記憶想起を実現する神経機構のモデル2010

    • Author(s)
      岡本洋・深井朋樹
    • Organizer
      第33回日本神経科学大会(Neuro2010)
    • Place of Presentation
      神戸市
    • Year and Date
      2010-09-03
    • Related Report
      2010 Annual Research Report
  • [Presentation] 脳における記憶想起とのアナロジーによる大規模複雑ネットワークからの情報抽出2010

    • Author(s)
      岡本洋
    • Organizer
      人工知能学会 第78回 人工知能基本問題研究会(SIG-FPAI)
    • Place of Presentation
      神戸市
    • Year and Date
      2010-07-31
    • Related Report
      2010 Annual Research Report
  • [Presentation] トピックに依存した文書ランキング2010

    • Author(s)
      岡本洋・坪下幸寛・園田隆志
    • Organizer
      2010年度人工知能学会全国大会(第24回)
    • Place of Presentation
      長崎市
    • Year and Date
      2010-06-10
    • Related Report
      2010 Annual Research Report
  • [Presentation] トピックに依存した論文ランキング:学術論文引用ネットワーク分析2009

    • Author(s)
      岡本洋・坪下幸寛・園田隆志
    • Organizer
      第6回情報プロフェッショナルシンポジウム
    • Place of Presentation
      日本科学未来館(東京)
    • Year and Date
      2009-10-15
    • Related Report
      2009 Annual Research Report
  • [Presentation] Statistical properties of response times associated with perfect temporal integration of correlated fluctuating inputs.2008

    • Author(s)
      Okamoto H., Fukai T.
    • Organizer
      Society for Neuroscience 37-th Annual Meeting.
    • Place of Presentation
      Washington, DC (USA)
    • Related Report
      2010 Final Research Report
  • [Presentation] Perfect temporal integration of fluctuating inputs by a recurrent network of cortical neurons.2008

    • Author(s)
      Okamoto H., Fukai T.
    • Organizer
      Dynamical Neuroscience XVI : Neuronal Variability and Its Functional Significance.
    • Place of Presentation
      Washington, DC (USA)
    • Related Report
      2010 Final Research Report
  • [Presentation] Statistical properties of response times associated with perfect temporal integration of correlated fluctuating inputs2008

    • Author(s)
      Okamoto, H., Fukai, T.
    • Organizer
      Neuroscience 2008
    • Place of Presentation
      Washington, DC
    • Related Report
      2008 Annual Research Report
  • [Presentation] Perfect temporal integration of fluctuating inputs by a recurrent network of cortical neurons2008

    • Author(s)
      Okamoto, H., Fukai, T.
    • Organizer
      Dynamical Neuroscience XVI : Neuronal Variability and Its Functional Significance
    • Place of Presentation
      Washington, DC
    • Related Report
      2008 Annual Research Report
  • [Presentation] 心的過程の神経機構:スパイク統計性に対する理論からの予言と検証2008

    • Author(s)
      岡本洋, 深井朋樹
    • Organizer
      生理学研究所研究会:理論と実験の融合による神経回路機能の統合的理解(2)
    • Place of Presentation
      自然科学研究機構 岡崎カンファレンスセンター
    • Related Report
      2008 Annual Research Report
  • [Presentation] 特許引用ネットワーク分析2008

    • Author(s)
      岡本洋, 坪下幸寛
    • Organizer
      第27回日本シミュレーション学会大会
    • Place of Presentation
      立命館大学びわこ・くさつキャンパス
    • Related Report
      2008 Annual Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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