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Investigation of human cognitive processes in category learning by empirical and computational modeling studies

Research Project

Project/Area Number 20700235
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Cognitive science
Research InstitutionChiba University

Principal Investigator

MATSUKA Toshihiko  Chiba University, 文学部, 准教授 (30466693)

Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2010: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2009: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2008: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords認知モデル / カテゴリー / 概念形成 / 認知心理学 / 学習・思考 / 人工知能
Research Abstract

In the present research, we showed that acquired knowledge in category learning is heavily dependent on each individual's objectives of learning. We also showed that a category can be internally represented in more than a single way. The results of computer simulations suggested that the multiple representation system and situation-adaptive learning behaviors make the category, or more generally, knowledge usage in human very flexible and adaptive in the uncertain world.

Report

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

    (39 results)

All 2011 2010 2009 2008 Other

All Journal Article (14 results) (of which Peer Reviewed: 9 results) Presentation (20 results) Remarks (5 results)

  • [Journal Article] The role of familiarity in binary choice inference.2011

    • Author(s)
      松香敏彦
    • Journal Title

      Memory & Cognition

      Volume: (印刷中)

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Explaining representation shifts by selective attention, selective memorization, and random choice2011

    • Author(s)
      松香敏彦
    • Journal Title

      Proceedings of the 33^<rd> Annual Conference of the Cognitive Science Society

      Volume: 33(印刷中)

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] How is knowledge transmitted in a small world network through communicative interaction?2011

    • Author(s)
      松香敏彦
    • Journal Title

      Proceedings of the 33^<rd> Annual Conference of the Cognitive Science Society

      Volume: 33(印刷中)

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] プロトタイプ理論再考2010

    • Author(s)
      松香敏彦・本田秀仁・吉川詩乃
    • Journal Title

      認知科学 17

      Pages: 95-109

    • NAID

      10026328720

    • Related Report
      2010 Final Research Report
  • [Journal Article] Some attention learning "biases" in adaptive network models of categorization.2010

    • Author(s)
      松香敏彦
    • Journal Title

      Proceedings of the 32^<nd> Annual Conference of the Cognitive Science Society

      Volume: 32 Pages: 1762-1767

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Speaker's choice of frame based on rarity information2010

    • Author(s)
      松香敏彦
    • Journal Title

      Proceedings of the 32^<nd> Annual Conference of the Cognitive Science Society

      Volume: 32 Pages: 772-777

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] プロトタイプ理論再考2010

    • Author(s)
      松香敏彦
    • Journal Title

      認知科学 17

      Pages: 95-109

    • NAID

      10026328720

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On the knowledge organization in concept formation : An exploratory cognitive modeling study.2009

    • Author(s)
      Matsuka, T., Honda, H., Kiyokawa, S., Chouchourelou A
    • Journal Title

      In Artificial Neural Networks, LNCS Vol.5768 Berlin: Springer-Verlag.

      Pages: 678-687

    • Related Report
      2010 Final Research Report
  • [Journal Article] Text mining with an augmented version of bisecting k-means algorithm2009

    • Author(s)
      松香敏彦
    • Journal Title

      Lecture note on computer science 5864

      Pages: 352-359

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On the knowledge organization in concept formation : An exploratory cognitive modeling2009

    • Author(s)
      松香敏彦
    • Journal Title

      Lecture note on computer science 5768

      Pages: 678-687

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Modeling a flexible representation machinery of human concept learning.2008

    • Author(s)
      Matsuka, T., Sakamoto, Y., Chouchourelou, A.
    • Journal Title

      Neural Networks 21

      Pages: 289-302

    • Related Report
      2010 Final Research Report
  • [Journal Article] Toward a descriptive cognitive model of human learning2008

    • Author(s)
      松香敏彦
    • Journal Title

      Neurocomputing 71

      Pages: 2446-2455

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Swarm Intelligenceによる高次認知モデリング2008

    • Author(s)
      松香敏彦
    • Journal Title

      日本神経回路学会第18回全国大会講演論文集

      Pages: 30-31

    • Related Report
      2008 Annual Research Report
  • [Journal Article] The role of familiarity in binary choice inference.

    • Author(s)
      Honda, H., Abe, K., Matsuka, T., Yamagishi, K
    • Journal Title

      Memory & Cognition. (In press)

    • Related Report
      2010 Final Research Report
  • [Presentation] 適応的推論を生み出す知識の形成2010

    • Author(s)
      松香敏彦
    • Organizer
      日本心理学会
    • Place of Presentation
      大阪大学
    • Year and Date
      2010-09-22
    • Related Report
      2010 Annual Research Report
  • [Presentation] 概念学習における知識の多様性2010

    • Author(s)
      松香敏彦
    • Organizer
      日本心理学会
    • Place of Presentation
      大阪大学
    • Year and Date
      2010-09-20
    • Related Report
      2010 Annual Research Report
  • [Presentation] 適応的推論の形成:個人学習・コミュニケーションを視点とする分析2010

    • Author(s)
      松香敏彦
    • Organizer
      日本認知科学会
    • Place of Presentation
      神戸大学
    • Year and Date
      2010-09-17
    • Related Report
      2010 Annual Research Report
  • [Presentation] 概念学習における知識の多様性2010

    • Author(s)
      松香敏彦
    • Organizer
      日本認知科学会
    • Place of Presentation
      神戸大学
    • Related Report
      2010 Final Research Report
  • [Presentation] Kansei-driven algorithm as a descriptive model of human learning.2010

    • Author(s)
      Matuka, T.
    • Organizer
      The 3^<rd> International Workshop on Kansei, ACROSS Fukuoka
    • Place of Presentation
      Fukuoka-city
    • Related Report
      2010 Final Research Report
  • [Presentation] Kansei-driven algorithm as a descriptive model of human learning2010

    • Author(s)
      松香敏彦
    • Organizer
      The 3^<rd> workshop on Kansei
    • Place of Presentation
      福岡
    • Related Report
      2009 Annual Research Report
  • [Presentation] Explaining context dependency in categorization using a Kansei-driven cognitive model2010

    • Author(s)
      松香敏彦
    • Organizer
      The 3^<rd> workshop on Kansei
    • Place of Presentation
      福岡
    • Related Report
      2009 Annual Research Report
  • [Presentation] 概念学習における概念構造の影響:認知モデルによる検証2009

    • Author(s)
      松香敏彦
    • Organizer
      日本認知科学会
    • Place of Presentation
      慶應義塾大学
    • Related Report
      2009 Annual Research Report
  • [Presentation] カテゴリ学習における不完全事例の影響2009

    • Author(s)
      松香敏彦
    • Organizer
      日本認知科学会
    • Place of Presentation
      慶應義塾大学
    • Related Report
      2009 Annual Research Report
  • [Presentation] 概念形成における知識構造の探索的モデル研究2009

    • Author(s)
      松香敏彦
    • Organizer
      日本認知学会
    • Place of Presentation
      慶應義塾大学
    • Related Report
      2009 Annual Research Report
  • [Presentation] 複雑な知識構造と正則化学習を用いた概念生成モデルの検証2009

    • Author(s)
      松香敏彦
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      同志社大学
    • Related Report
      2009 Annual Research Report
  • [Presentation] 概念学習における概念構造の影響:認知モデルによる検証2009

    • Author(s)
      松香敏彦
    • Organizer
      日本心理科学会
    • Place of Presentation
      立命館大学
    • Related Report
      2009 Annual Research Report
  • [Presentation] 概念形成における知識構造の探索的モデル研究2009

    • Author(s)
      松香敏彦
    • Organizer
      日本心理学会
    • Place of Presentation
      立命館大学
    • Related Report
      2009 Annual Research Report
  • [Presentation] The use of familiarity in inferences : An experimental study2009

    • Author(s)
      松香敏彦
    • Organizer
      Annual Conf. of the Cognitive Science Society
    • Place of Presentation
      Amsterdam, Netherland
    • Related Report
      2009 Annual Research Report
  • [Presentation] Modeling high-order human intelligence with intelligence of swarm2009

    • Author(s)
      松香敏彦
    • Organizer
      International Joint Conf. on Neural Networks
    • Place of Presentation
      Atlanta, GA, USA
    • Related Report
      2009 Annual Research Report
  • [Presentation] Modeling heuristically operating minds with meta-heuristic optimization methods2008

    • Author(s)
      松香敏彦
    • Organizer
      日本心理科学会第72回大会「概念」ワークショップ
    • Place of Presentation
      北海道大学
    • Year and Date
      2008-09-21
    • Related Report
      2008 Annual Research Report
  • [Presentation] Modeling heuristically operating minds with meta-heuristic optimization methods2008

    • Author(s)
      松香敏彦
    • Organizer
      日本心理科学会第72回大会
    • Place of Presentation
      北海道大学
    • Year and Date
      2008-09-20
    • Related Report
      2008 Annual Research Report
  • [Presentation] A cognitive model that learns contextually appropriate representation scheme2008

    • Author(s)
      松香敏彦
    • Organizer
      日本認知心理科学会第6回大会
    • Place of Presentation
      千葉大学
    • Year and Date
      2008-06-01
    • Related Report
      2008 Annual Research Report
  • [Presentation] 音楽における不協和音曲線の検証と見直し2008

    • Author(s)
      武藤沙羅
    • Organizer
      日本認知心理科学会第6回大会
    • Place of Presentation
      千葉大学
    • Year and Date
      2008-05-31
    • Related Report
      2008 Annual Research Report
  • [Presentation] 概念生成における知識構造の探索的モデル研究2008

    • Author(s)
      松香敏彦
    • Organizer
      日本心理学会
    • Place of Presentation
      北海道大学
    • Related Report
      2010 Final Research Report
  • [Remarks] ホームページ等

    • URL

      http://muscat.L.chiba-u.ac.jp

    • Related Report
      2010 Final Research Report
  • [Remarks]

    • URL

      http://muscat.l.chiba-u.ac.jp

    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

      http://muscat.l.chiba-u.ac.jp

    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

      http://muscat.l.chiba-u.ac.jp/matsuken/

    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

      http://muscat.l.chiba-u.ac.jp

    • Related Report
      2008 Annual Research Report

URL: 

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

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