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Towards a New Learning Analytics Based on Complex Networks Sciences and Sociophysics

Research Project

Project/Area Number 16K12791
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Educational technology
Research InstitutionHiroshima University

Principal Investigator

Yasutake Koichi  広島大学, 社会科学研究科, 准教授 (80263664)

Co-Investigator(Kenkyū-buntansha) 中村 泰之  名古屋大学, 情報学研究科, 准教授 (70273208)
多川 孝央  九州大学, 情報基盤研究開発センター, 准教授 (70304764)
Project Period (FY) 2016-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2016: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords学習科学 / 計算社会科学 / ネットワーク科学 / 教育工学 / 協調学習 / 社会的シミュレーション / ラーニング・アナリティクス / 複雑ネットワーク / 学習分析 / 教育ビッグデータ / 解析・評価 / ネットワーク
Outline of Final Research Achievements

When we began this investigation, Learning Analytics (LA) in Japan moved into a nutshell and pursued in an old-way. The purposes of this research are as follows; (1) To introduce new scientific and mathematical approaches into Learning Analytics (LA), and (2) By these groundworks, to build a solid scientific and methodological foundation of LA as "Data Sciences". Above all else, important considerations of our research are to adopt a new approaches from the domain of Sociophysics and Complex Networks Sciences that are rapidly development areas.
The main contributions in this research are as follows; (1) When collaborate learning operates in a learning community, learners physical activities have a mathematical properties in terms of those accelerations (rhythms) distributions, and (2) Collaborate Learning Activities are affected by a community structures (the structure of multiplex networks of the community).

Report

(3 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • Research Products

    (9 results)

All 2018 2017 2016

All Journal Article (7 results) (of which Peer Reviewed: 6 results,  Acknowledgement Compliant: 1 results) Presentation (2 results)

  • [Journal Article] An Analysis of Characteristics of Learning Community Using Accelerometer Sensor Data with High Sampling Rate,2018

    • Author(s)
      Takahiro Tagawa, Osamu Yamakawa
    • Journal Title

      Proceedings of Society for Information Technology & Teacher Education International Conference

      Volume: 2018 Pages: 1119-1123

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Combining Network Visualizations of Online Interactions and Real-world Collaborations in a Learning Community for Effective Interventions2017

    • Author(s)
      TAKAHIRO TAGAWA, Osamu Yamakawa, Koichi Yasutake, Takahiro Sumiya, Hitoshi Inoue
    • Journal Title

      AACE World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education (e-learn 2017)

      Volume: 2017 Pages: 856-861

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analysis of Learning Activities in Learning Community Using Simple Accelerometer Sensor Data2017

    • Author(s)
      Takahiro Tagawa, Yoichi Tanaka, Osamu Yamakawa
    • Journal Title

      Society for Information Technology & Teacher Education International Conference 2017

      Volume: - Pages: 1834-1838

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] A New Mathematics Input Interface with Flick Operation for Mobile Devices2017

    • Author(s)
      Yasuyuki Nakamura, Takahiro Nakahara
    • Journal Title

      MSOR Connections

      Volume: 15 Pages: 76-82

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] ボトムアップから始めるデジタル教科書を用いた授業の実践と提案2016

    • Author(s)
      曽我聡起, 中原敬広, 川名典人, 布施泉, 中村泰之
    • Journal Title

      コンピュータ&エデュケーション

      Volume: 41 Pages: 14-21

    • NAID

      130007040529

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] 第6回Learning Analytics & Knowledge Conference (LAK2016)参加報告2016

    • Author(s)
      古川雅子,山地一禎,安武公一,中村泰之,山田恒夫,梶田将司
    • Journal Title

      情報処理学会情報教育シンポジウム(SSS2016)論文集

      Volume: - Pages: 55-58

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 加速度データを用いた学習者間の協調関係の推測について2016

    • Author(s)
      多川孝央,田中洋一,山川修
    • Journal Title

      教育システム情報学会研究報告

      Volume: 30 Pages: 43-48

    • Related Report
      2016 Research-status Report
  • [Presentation] 加速度センサーを使った学生の情動知能の把握の試み2018

    • Author(s)
      山川修,多川孝央
    • Organizer
      情報処理学会教育学習支援情報システム研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 最先端のLearning Analytics研究を目指してー周回遅れのわが国のLA研究を打破するためにー2016

    • Author(s)
      安武公一,中村泰之,山地一禎,古川雅子,梶田将司,山川修,多川孝央
    • Organizer
      第41回教育システム情報学会全国大会
    • Place of Presentation
      帝京大学宇都宮キャンパス
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2019-03-29  

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