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Study of mining models of understanding by structuring reference history under Web learning environment

Research Project

Project/Area Number 22500912
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Educational technology
Research InstitutionThe University of Electro-Communications

Principal Investigator

WATANABE Shigeyoshi  電気通信大学, 名誉教授 (90008532)

Co-Investigator(Kenkyū-buntansha) ODA Takeshi  電気通信大学, 大学院・情報理工学研究科, 助教 (30260540)
Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2012: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2011: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2010: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywordseラーニング / 学習支援 / データマイニング / Web学習 / 理解モデル / データマイコング
Research Abstract

We realized the idea of the state transition model that composed page reference relation of the learner by the node and the edge. Then by the statistical work of reference histories of more than 150 Web learners, we completed the platform that structures and extracts the state transition model. The result was published in the international conference proceedings of Global Learn Asia Pacific 2011. Based on the answers of Web learners to questionnaires about the content of support, we designed the mining models presumed learner's state of knowledge, and out of a large amount of learner's reference histories a state transition candidate that is the nearest to a current transition process of learning was retrieved, and displayed to the learner from whom the continuance of learning became difficult. We explained this result at the SITE2013 round table conference.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (7 results)

All 2013 2011 2010 Other

All Journal Article (3 results) Presentation (4 results)

  • [Journal Article] Bayesian Analysis Method of Time Series Data in GreenhouseGas Emissions Trading Market2011

    • Author(s)
      Tomohiro Nakada, Keiki Takadama, Shigeyoshi Watanabe
    • Journal Title

      Agent-Based Social Systems), Springer-Verlag

      Pages: 147-159

    • Related Report
      2012 Final Research Report
  • [Journal Article] エージェントベースシミュレーションを用いた国際排出権取引市場における時系列データの分類法の提案2010

    • Author(s)
      仲田知弘,高玉圭樹,渡辺成良
    • Journal Title

      計測自動制御学会論文集

      Volume: Vol.46,No.9

    • NAID

      10026688067

    • Related Report
      2012 Final Research Report
  • [Journal Article] Analysis of Emission Right Prices in Greenhouse Gas Emission Trading via Agent-Based Model

    • Author(s)
      Tomohiro Nakada, Keiki Takadama, Shigeyoshi Watanabe
    • Journal Title

      The Journal for International Transactions on Systems Science and Applications, pp.

      Volume: to be appeared Pages: 1-15

    • Related Report
      2012 Final Research Report
  • [Presentation] Application ofLearning Log Data on iPad2013

    • Author(s)
      Shigeyoshi Watanabe
    • Organizer
      SITE201324th International Conference(Introduced in Round-table)
    • Place of Presentation
      New Orleans, LA, U.S.A.
    • Year and Date
      2013-03-26
    • Related Report
      2012 Final Research Report
  • [Presentation] Using Log Data of E-Learners Obtained by Educational Data Mining to Provide Relevant Information to Individual E-Learners2011

    • Author(s)
      Shigeyoshi Watanabe and Takehiro Nakamura
    • Organizer
      Global Learn Asia Pacific 2011-Global Conference on Learning and Technology
    • Place of Presentation
      Melbourne, Australia
    • Year and Date
      2011-03-30
    • Related Report
      2012 Final Research Report 2010 Annual Research Report
  • [Presentation] Decision-making Model Using XCS in Artificial Market2011

    • Author(s)
      Tomohiro Nakada, Keiki Takadama, Shigeyoshi Watanabe
    • Organizer
      IEEE CEC'2011 Workshop on Agent-Based Computational Economics and Finance (CEC2011), CD-ROM, pp.1-5
    • Place of Presentation
      New Orleans U.S.A
    • Related Report
      2012 Final Research Report
  • [Presentation] Application of Learning Log Data on iPad

    • Author(s)
      Shigeyoshi Watanabe
    • Organizer
      SITE2013 24th International Conference (Introduced in roundtable)
    • Place of Presentation
      New Orleans, LA, U.S.A.
    • Related Report
      2012 Annual Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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