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Development of a feedback neural network model of expert's decision-making process

Research Project

Project/Area Number 15300270
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Educational technology
Research InstitutionTokyo Institute of Technology

Principal Investigator

NAKAGAWA Masanori  Tokyo Institute of Technology, Graduate School of Decision Science and Technology, Department of Human System Science, Professor, 大学院・社会理工学研究科, 教授 (40155685)

Co-Investigator(Kenkyū-buntansha) MUTA Hiromitsu  Tokyo Institute of Technology, Graduate School of Decision Science and Technology, Department of Human System Science, Professor, 大学院・社会理工学研究科, 教授 (70090925)
MAEKAWA Shin-ichi  Tokyo Institute of Technology, Graduate School of Decision Science and Technology, Department of Human System Science, Professor, 大学院・社会理工学研究科, 教授 (70190288)
YAMAGISHI Kimihiko  Tokyo Institute of Technology, Graduate School of Decision Science and Technology, Department of Human System Science, Assistant Professor, 大学院・社会理工学研究科, 助教授 (70286136)
Project Period (FY) 2003 – 2004
Project Status Completed (Fiscal Year 2004)
Budget Amount *help
¥4,700,000 (Direct Cost: ¥4,700,000)
Fiscal Year 2004: ¥2,100,000 (Direct Cost: ¥2,100,000)
Fiscal Year 2003: ¥2,600,000 (Direct Cost: ¥2,600,000)
KeywordsDecision-making / Neural network / Feed back / Psychological experiment / Computer Simulation / Expert
Research Abstract

Research results of 2003 year
(1)Examined existing models, i.e.corporative model, parallel constraints satisfaction model, and risk taking model, sufficiently.
(2)Based on the examination in (1), studied a foundational feed forward neural network model constructed in the computer through its simulation.
(3)Studied a feed back neural network model based on the system constructed in (2).
(4)Extended the model constructed in (3), based on the variation of feed back structures.
(5)Executed psychological experiments of decision-making process including psychological feed back process supposed in the present neural network model.
(6)Executed the computer simulation of the model constructed in (4), using the same materials and method as psychological experiments in (5). Then, compared the results of the simulations and the results of experiments.
(7)Improved the model in order to simulate the more human-like decision-making process, based on the comparison in (6).
Research results of 2004 year
(1)Developed a new model based on the system constructed in 2003, in order to simulate the decision making process of experts.
(2)Executed psychological experiments of experts' decision making process including psychological feed back process.
(3)Executed the computer simulation of the model constructed in (1), using the same materials and method as psychological experiments in (2). Then, compared the results of the simulations and the results of experiments.
Based on the comparison in (3), improved the model in order to simulate the more expert-like decision-making process. Then, examined the possibility of application of the model in the educational technology.

Report

(3 results)
  • 2004 Annual Research Report   Final Research Report Summary
  • 2003 Annual Research Report
  • Research Products

    (34 results)

All 2004 2003 Other

All Journal Article (23 results) Publications (11 results)

  • [Journal Article] A Neural Networks Model of Metaphor Understanding Influenced by the Visual Image2004

    • Author(s)
      A.Terai, S.Hirose, M.Nakagawa
    • Journal Title

      Proceedings Eighth International Conference on Cognitive and Neural Systems

      Pages: 31-31

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] A Neural Networks Model of Metaphor Understanding2004

    • Author(s)
      M.Nakagawa, A.Terai, S.Hirose
    • Journal Title

      Proceedings Eighth International Conference on Cognitive and Neural Systems

      Pages: 32-32

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] A Neural Network Model of Metaphors Generation2004

    • Author(s)
      K.Abe, M.Nakagawa
    • Journal Title

      Proceedings Eighth International Conference on Cognitive and Neural Systems

      Pages: 33-33

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] A neural networks model representing the subjective probability of combined conditional2004

    • Author(s)
      K.Nakajima, M.Nakagawa
    • Journal Title

      28th International Congress of Psychology Abstract Book

      Pages: 216-216

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] 結合条件文に対する主観的確率判断過程のニューラルネットワークモデル-意味的相互作用に関連する要因の検討-2004

    • Author(s)
      中島功滋, 中川正宣
    • Journal Title

      日本認知科学会第21回大会発表論文集

      Pages: 140-141

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] 洞察的問題解決における制約成立過程の実験的研究-Tパズルと矢印パズルを題材として-2004

    • Author(s)
      和嶋 雄一郎, 阿部 慶賀, 中川 正宣
    • Journal Title

      日本認知科学会第21回大会発表論文集

      Pages: 332-333

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 比喩理解過程におけるプライミング効果のニューラルネットワークモデル2004

    • Author(s)
      寺井あすか, 廣瀬沙織, 栗山直子, 中川正宣
    • Journal Title

      日本認知科学会第21回大会発表論文集

      Pages: 354-355

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] Neural network model of subjective probabilistic judgment process on combinational conditionals-examination of semantic interaction-2004

    • Author(s)
      K.Nakajima, M.Nakagawa
    • Journal Title

      The 21^<st>Annual meeting of the Japanese Cognitive Science Society

      Pages: 140-141

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] An experimental study on generation process of constraints in insightful problem solving-using T and Arrow puzzles-2004

    • Author(s)
      Y.Wajima, K.Abe, M.Nakagawa
    • Journal Title

      The 21^<st>Annual meeting of the Japanese Cognitive Science Society

      Pages: 332-333

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Neural network model of priming effect in the process of metaphor understanding2004

    • Author(s)
      A.Terai, S.Hirose, N.Kuriyama, M.Nakagawa
    • Journal Title

      The 21^<st>Annual meeting of the Japanese Cognitive Science Society

      Pages: 354-355

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Neural Networks Model of Decision Making with 'Feed back' Mental Transaction2004

    • Author(s)
      A.Terai, M.Nakagawa, T.Yanase
    • Journal Title

      Cognitive Studies Vol.10

      Pages: 112-120

    • NAID

      80015820725

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 洞察的問題解決における制約成立過程の実験的研究 Tパズルと矢印パズルを題材として2004

    • Author(s)
      和嶋 雄一郎, 阿部 慶賀, 中川 正宣
    • Journal Title

      日本認知科学会第21回大会発表論文集

      Pages: 332-333

    • Related Report
      2004 Annual Research Report
  • [Journal Article] フィードバック的な心理処理を含む意思決定のニューラルネットワークモデル2003

    • Author(s)
      寺井あすか, 中川正宣, 柳瀬徹夫
    • Journal Title

      認知科学 10

      Pages: 112-120

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] The Chaotic Neural Networks Model of Insight Problem Solving with Goal Image2003

    • Author(s)
      M.Nakagawa, Y.Wajima, K.Abe
    • Journal Title

      Seventh International Conference on Cognitive and Neural Systems

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] 多属性意思決定過程のニューラルネットワークによるモデル化2003

    • Author(s)
      相原永, 中川正宣, 山岸侯彦
    • Journal Title

      日本認知科学会第20回大会発表論文集

      Pages: 64-65

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] 意思決定の反復によるフィードバック的な心理処理の変化2003

    • Author(s)
      寺井あすか, 上市秀雄, 中川正宣
    • Journal Title

      日本認知科学会第20回大会発表論文集

      Pages: 66-67

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] 条件文に基づく主観的確率判断過程のニューラルネットワークモデル-意味的相互作用の検討-2003

    • Author(s)
      中島功滋, 中川正宣
    • Journal Title

      日本認知科学会第20回大会発表論文集

      Pages: 74-75

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] オペレータを導入した一般的洞察問題解決過程のカオスニューラルネットワークモデル〜T puzzleを題材に〜2003

    • Author(s)
      阿部慶賀, 和嶋雄一郎, 中川正宣
    • Journal Title

      日本認知科学会第20回大会発表論文集

      Pages: 90-91

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Neural network model of multi-attributes decision-making process2003

    • Author(s)
      H.Aihara, M.Nakagawa, K.Yamagishi
    • Journal Title

      The 20 ^<st> Annual meeting of the Japanese Cognitive Science Society

      Pages: 64-65

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] The change of psychological feedback process by repetition of decision-making2003

    • Author(s)
      A.Terai, H.Ueichi, M.Nakagawa
    • Journal Title

      The 20 ^<st> Annual meeting of the Japanese Cognitive Science Society

      Pages: 66-67

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Neural network model of subjective probabilistic judgment process on conditionals-examination of semantic interaction-2003

    • Author(s)
      K.Nakajima, M.Nakagawa
    • Journal Title

      The 20 ^<st> Annual meeting of the Japanese Cognitive Science Society

      Pages: 74-75

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Chaotic neural network model with operators on the process of general insightful problem solving-using T puzzle-2003

    • Author(s)
      K.Abe, Y.Wajima, M.Nakagawa
    • Journal Title

      The 20 ^<st> Annual meeting of the Japanese Cognitive Science Society

      Pages: 90-91

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] オペレータを導入した一般的洞察問題解決過程のカオスニューラルネットワークモデル-T puzzleを題材に-2003

    • Author(s)
      阿部慶賀, 和嶋雄一郎, 中川正宣
    • Journal Title

      日本認知科学会第20回大会発表論文集

      Pages: 90-91

    • Related Report
      2004 Annual Research Report
  • [Publications] Masayuki Kuwata, Makoto Hayasaka, Masanori Nakagawa: "Social structure and the rate of Russian as mother tongue in Slavic regions of the USSR form 1959 to 1989"Japanese Slavic and East European Studies. 24(In printing).

    • Related Report
      2003 Annual Research Report
  • [Publications] Masayuki Kuwata, Makoto Hayasaka, Masanori Nakagawa: "Language Selection and Social Structure Transition in Ukraine from 1959 to 1989"New developments in psychometrics, Springer-varlag. 157-164 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 寺井あすか, 中川正宣, 柳瀬徹夫: "フィードバック的な心理処理を含む意思決定のニューラルネットワークモデル"認知科学. Vol.10(1). 112-120 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Ikuko Hattori, Masanori Nakagawa: "Influences of the causal strength between events in reasoning"Proceedings of 4th ICCS International Conference on Cognitive Science. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Masanori Nakagawa, Yuichiro Wajima, Keiga Abe: "The Chaotic Neural Networks Model of Insight Problem Solbing with Goal Image"Seventh International Conference on Cognitive and Neural Systems. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 相原永, 中川正宣, 山岸侯彦: "多属性意思決定過程のニューラルネットワークによるモデル化"日本認知科学会第20回大会発表論文集. 64-65 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 阿部慶賀, 和嶋雄一郎, 中川正宣: "オペレータを導入した一般的洞察問題解決過程のカオスニューラルネットワークモデル-Tpuzzleを題材に-"日本認知科学会第20回大会発表論文集. 90-91 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 大久保智也, 牟田博光, 中川正宣, 前川眞一: "組織的な欠損を持つ評価データの統計分析"日本評価学会第4回大会報告論文集. 212-217 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 寺井あすか, 上市秀雄, 中川正宣: "意思決定の反復によるフィードバック的な心理処理の変化"日本認知科学会第20回大会発表論文集. 66-67 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 中島功滋, 中川正宣: "条件文に基づく主観的確率判断過程のニューラルネットワークモデル-意味的相互作用の検討-"日本認知科学会第20回大会発表論文集. 74-75 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 服部郁子, 中川正宣: "因果推論に対する事象間の因果関連性の認知の影響"日本認知科学会第20回大会発表論文集. 84-85 (2003)

    • Related Report
      2003 Annual Research Report

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Published: 2003-04-01   Modified: 2016-04-21  

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