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Research on student modelling and problem generation for intelligent CAI systems

Research Project

Project/Area Number 61550265
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field 計算機工学
Research InstitutionKyushu Institute of Technology (1987)
Kyushu University (1986)

Principal Investigator

OTSUKI Setsuko  Kyushu Institute of Technology, 情報工学部, 教授 (70037745)

Co-Investigator(Kenkyū-buntansha) TAKEUCHI Akira  Kyushu University, 工学部, 講師 (00117152)
Project Period (FY) 1986 – 1987
Project Status Completed (Fiscal Year 1987)
Budget Amount *help
¥1,300,000 (Direct Cost: ¥1,300,000)
Fiscal Year 1987: ¥300,000 (Direct Cost: ¥300,000)
Fiscal Year 1986: ¥1,000,000 (Direct Cost: ¥1,000,000)
KeywordsIntelligent Tutoring System / Intelligent CAI / Mixed Initiative Dialogue / Student Model / Pedagogical Remediation / Problem Generation / Adaptive Guiding / ストラテジーグラフ / ICAI / 誤答原因同定 / 教授知識 / 問題の自動生成
Research Abstract

This project aims to realize highly individualized dialogue. In order to achieve the purpose, we studied following four themes.
1) Conceptual model of Intelligent CAI:In order to make mixed initiative and highly individualization feasible, it is necessary for an ICAI system not only to recognize the purpose of tutoring and to solve unexpected problems but also to understand student's requirements, student's method of problem solving and dialogue context. In order to fulfill the above requirements, we proposed a conceptual model of a dialogue system called "dual model".
2) Knowledge representation model: We proposed a multi-hierarchical knowledge representation model to implement the dual model. In this model, two kinds of relationship for knowledge inheritance are provided; natural implication relations and strategy graph. The strategy graph divides all courseware knowledge into small worlds according to the tutoring sequence of worlds. The introduction of the strategy graph results the following two features. First, students can easily understand the material by studying it step by step along the strategy graph. Second, the strategy graph contributes to reduce the search spece when the system identifies student's error origins.
3) Student model: We proposed a method called " perturbation method" to identify student's error origins. Many of students' error are considered to originate from commonly observed behaviors which are independent from courseware materials; those behaviors include remembering wrong facts, applying some methods of problem solving incorrectly, mixing newly studied knowledge with formerly studied one, etc. Corresponding to these erroneous behaviors, our method generates hypotheses against student's erroneous knowledge by perturbing correct knowledge. The identified error origins are accumulated into each student's model.
4) Pedagogical dialogue: We studied on methods of generating questions,pedagogical remediation and answering student's questions.

Report

(2 results)
  • 1987 Final Research Report Summary
  • 1986 Annual Research Report
  • Research Products

    (21 results)

All Other

All Publications (21 results)

  • [Publications] 大槻説乎: 情報処理学会「ヒューマンフレンドリーなシステム」シンポジウム報告集. 1-9 (1986)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] 大槻説乎: Proc. of the Second Symposium on Human Interface. 455-460 (1986)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] Akira Takeuchi: Proc. of International Computer Symposium. 211-218 (1986)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] 竹内章: 情報処理学会論文誌. 28. 54-63 (1987)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] Setsuko Otsuki: Proc. of Second International Conference on children in the Information Age. 125-135 (1987)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] 竹内章: 情報処理学会「教育におけるコンピュータ利用の新しい方法」シンポジウム報告集. 19-27 (1987)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] edited by P.Ercoli and R.Lewis: "Artificail Intelligence Tools in Education" North-Holland, 236 (1988)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] Setsuko Otsuki: "Human Friendly CAI" Proc. of the Simposium oh Human Friendly Systems. 1-9 (1986)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] Setsuko Otsuki: "A Study on Highly Individualized CAI Interface" Proc. of the Second Symposium oh Human Interface. 455-460 (1986)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] Akira Takeuchi: "Method for Inferring a Stufent Model" Proc. of International Computer Symposium. 211-218 (1986)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] Akira Takeuchi: "Formation of Learner Model by Perturbation Method and Teaching Knowledge" Transactions of Information Processing Society of Japan. 28. 54-63 (1987)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] Setsuko Otsuki: "BOOK: a Highly Individualized CAI System" Proc. of Second International Conference on Children in the Information Age. 125-135 (1987)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] edited by P.Ercoli and R.Lewis: Artificial Intelligence Tools in Education. North-Holland, 236 (1988)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1987 Final Research Report Summary
  • [Publications] 大槻説乎: 人工知能学会誌. 1. 196-202 (1986)

    • Related Report
      1986 Annual Research Report
  • [Publications] 竹内章: 電子通信学会技術研究報告-人工知能と知識処理-. AI86-264. 9-16 (1986)

    • Related Report
      1986 Annual Research Report
  • [Publications] 大槻説乎: 情報処理学会シンポジウム ヒューマンフレンドリーなシステム報告集. 1-9 (1986)

    • Related Report
      1986 Annual Research Report
  • [Publications] 大槻説乎: 計測自動制御学会 Human Interface. 2. 455-460 (1986)

    • Related Report
      1986 Annual Research Report
  • [Publications] TAKEUCHI A.: Proceedings of International Computer Symposium 1986. 211-218 (1986)

    • Related Report
      1986 Annual Research Report
  • [Publications] 竹内章: 情報処理学会論文誌. 28. 54-63 (1987)

    • Related Report
      1986 Annual Research Report
  • [Publications] 大須賀節夫: "知識工学講座第3巻「知識の学習と獲得」" オーム社, (1987)

    • Related Report
      1986 Annual Research Report
  • [Publications] 佐伯胖: "岩波講座「教育の方法」第【X】巻「教育と機械」" 岩波書店, (1987)

    • Related Report
      1986 Annual Research Report

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Published: 1987-03-31   Modified: 2016-04-21  

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