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Development of a feedback method based on learning log and brain activation analyses

Research Project

Project/Area Number 18K02864
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 09070:Educational technology-related
Research InstitutionKyushu University

Principal Investigator

Oi Misato  九州大学, 附属図書館, 准教授 (70579763)

Project Period (FY) 2018-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2020: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2019: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2018: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords学習ログ / 脳活動分析 / 学習フィードバック方法 / ラーニング・アナリティクス / 学習フィードバック / フィードバック / 脳活動 / 教材改善 / e-book
Outline of Final Research Achievements

In the voluntary learning behavior of undergraduates, the difference in learning behavior patterns between high and low achievers is observed to be more pronounced in the preparatory part of the course.The parts of the e-textbook that teachers perceive as important are considered to be the parts that are given as quizzes.In this study, we analyzed the learning logs of low and high achievers to see how their references to this part of the textbook in preparation and review differ.In addition, we conducted a brain activity measurement experiment on video observation and comprehension, and obtained the results of analysis of speech data that quantitatively measured the degree of comprehension of videos, and brain activity data on the process of observing and understanding videos and the process of communicating the content of the videos that were understood. Based on these results, a framework for verifying feedback to learning was developed.

Academic Significance and Societal Importance of the Research Achievements

予習復習は、伝統的に学習において重要であると考えられていたが、その詳細な学習行動はこれまでのアンケートなどの調査方法ではとらえきれていなかった。本研究では、学習をした際の記録(学習ログ)を分析することで、それらの行動の詳細を明らかにし、さらに脳活動データを加えた分析結果を生かして、より有効な学習行動を促すための学習へのフィードバックを与える枠組みを築いた。

Report

(5 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (17 results)

All 2020 2019 2018

All Journal Article (5 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 4 results,  Open Access: 4 results) Presentation (12 results) (of which Int'l Joint Research: 7 results,  Invited: 1 results)

  • [Journal Article] Development and evaluation of a visualization system to support meaningful e-book learning2020

    • Author(s)
      Wang Jingyun、Shimada Atsushi、Oi Misato、Ogata Hiroaki、Tabata Yoshiyuki
    • Journal Title

      Interactive Learning Environments

      Volume: - Issue: 2 Pages: 1-18

    • DOI

      10.1080/10494820.2020.1813178

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Exploring Factors that Influence Collaborative Problem Solving Awareness in Science Education2020

    • Author(s)
      Chen, L., Inoue, K., Goda, Y., Okubo, F., Taniguchi, Y., Oi, M., Konomi, S., Ogata, H., and Yamada, M
    • Journal Title

      Technology, Knowledge and Learning

      Volume: 25 Issue: 2 Pages: 377-366

    • DOI

      10.1007/s10758-020-09436-8

    • Related Report
      2020 Research-status Report 2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] オンライン教材の開発を組織はどう支援すべきか -九州大学教材開発センターを事例の中心として2020

    • Author(s)
      大井 京
    • Journal Title

      名古屋高等教育研究

      Volume: 20 Pages: 51-60

    • NAID

      120006821469

    • Related Report
      2019 Research-status Report
    • Open Access
  • [Journal Article] Direction of collaborative problem solving-based STEM learning by learning analytics approach2019

    • Author(s)
      Chen Li、Yoshimatsu Nobuyuki、Goda Yoshiko、Okubo Fumiya、Taniguchi Yuta、Oi Misato、Konomi Shin’ichi、Shimada Atsushi、Ogata Hiroaki、Yamada Masanori
    • Journal Title

      Research and Practice in Technology Enhanced Learning

      Volume: 14 Issue: 1 Pages: 24-24

    • DOI

      10.1186/s41039-019-0119-y

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Exploring the Relationships between Reading Behavior Patterns and Learning Outcomes based on Log Data from e-books: A Human Factor Approach2018

    • Author(s)
      Yin, C.,Yamada, M., Oi,M., Shimada, A.,Okubo, F.,Kojima, K.,Ogata,H.
    • Journal Title

      International Journal of Human-Computer Interaction

      Volume: 35 Issue: 4-5 Pages: 313-322

    • DOI

      10.1080/10447318.2018.1543077

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Proposal and Implementation of an Elderly-oriented User Interface for Learning Support Systems.2019

    • Author(s)
      Lu, M., Tamura, K., Okamoto, T., Oi, M., Shimada, A., Hatano, K., Yamada, M., & Konomi, S.
    • Organizer
      Sixth ACM Conference on Learning at Scale
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] オンライン教材の開発を組織はどう支援すべきか2019

    • Author(s)
      大井 京
    • Organizer
      教育基盤連携本部 高等教育システム開発部門シンポジウム
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] Pilot Study to Estimate -Difficult- Area in e-Learning Material by Physiological Measurement.2019

    • Author(s)
      Tamura, K., Okamoto, T., Oi, M., Shimada, A., Hatano, K., Yamada, M.,Lu, M., & Konomi, S.
    • Organizer
      Sixth ACM Conference on Learning at Scale
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Integrat-ing Multimodal Learning Analytics and Inclusive Learning Support Systems for People of All Ages.2019

    • Author(s)
      Tamura, K., Lu, M., Knomi S., Hatano, K., Inaba, M., Oi, M., Okamoto, K., Okubo, F., Shimada, A., Wang, A., Yamada, M., & Yamada, Y.
    • Organizer
      マルチメディア,分散,協調とモバイル(DICOMO2019) シンポジウム
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 高齢者向け学習支 援システムためのUI プロトタイプ開発と実験2019

    • Author(s)
      陸 忞, 田村かおり, 岡本剛, 大井京, 島田敬士, 畑埜晃平, 山田政寛, 木實新一
    • Organizer
      マルチメディア,分散,協調とモバイル(DICOMO2019) シンポジウム
    • Related Report
      2019 Research-status Report
  • [Presentation] Relationship between Collaborative Prob- lem Solving, Learning Performance and Learning Behavior in Science Education.2019

    • Author(s)
      Chen, L., Uemura, H., Hao, H., Goda, Y., Okubo, F., Taniguchi, Y., Oi, M., Konomi, S., Ogata, H., & Yamada, M.
    • Organizer
      2018 IEEE International Conference on Teaching, Assessment, and Learning for Engineering (TALE)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 高齢者向け学習支援システムのためのデュアルタブレット・ユーザインタフェースの提案と実現2019

    • Author(s)
      Lu Min・田村かおり・岡本剛・大井京・島田敬士・畑埜晃平・山田政寛・木實新一
    • Organizer
      情報処理学会 第81回全国大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 自学学習中における脳波・視線の同時計測・分析システムの開発2019

    • Author(s)
      田村かおり・岡本剛・大井京・島田敬士・畑埜晃平・山田政寛・Lu Min・木實新一
    • Organizer
      情報処理学会 第81回全国大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 脳波・視線同時計測による「学びのつまずき」推定システムの開発2019

    • Author(s)
      田村かおり・岡本剛・大井京・島田敬士・畑埜晃平・山田政寛・陸忞・木實新一
    • Organizer
      日本生体医工学会九州支部学術講演会
    • Related Report
      2018 Research-status Report
  • [Presentation] Extending Learning Analytics Platforms to Support Elderly People2018

    • Author(s)
      Konomi, S., Hatano, K., Inaba, M., Oi, M., Okamoto, T., Okubo, F., Shimada, A., Wang, J., Yamada, M., & Yamada, Y.
    • Organizer
      The 12th International Workshop on Information Search, Integration, and Personalization (ISIP2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] BR-Map: Concept Map System Using e-Book logs2018

    • Author(s)
      Yamada, M., Shimada, A., Oi, M., Taniguchi, Y., and Konomi, S.
    • Organizer
      Proceedings of CELDA 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Rlationships between collaborative problem solving, learning performance and learrning behavior in science education2018

    • Author(s)
      Chen, L., Uemura, H., Hao, H., Goda, Y., Okubo, F., Taniguchi, Y., Oi, M., Konomi, S., Ogata, H., Yamada, M.
    • Organizer
      Proceedings of IEEE International Conference on Teaching, Assessment, and Learning for Engineering (TALE)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research

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Published: 2018-04-23   Modified: 2023-01-30  

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