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Development of Learners' supporting module based on the educational big data analytics

Research Project

Project/Area Number 19K12251
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 62030:Learning support system-related
Research InstitutionKumamoto University

Principal Investigator

Usagawa Tsuyoshi  熊本大学, 事務局, 理事 (30160229)

Project Period (FY) 2019-04-01 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2022: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2021: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2020: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2019: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords教育ビックデータ / 学習支援システム / 遠隔講義 / コロナ禍 / VODサーバ / 出席管理 / ラーニングアナリティクス / プロセスマイニング / 国際共同研究 / eラーニング / moodle / オンライン学習環境 / ラーニングア ナリティクス / eラーニング / Moodle / 学習データマイニング / モンゴル / アフガニスタン / モンゴル国立大学 / 学習管理システム / 国際連携
Outline of Research at the Start

高等教育機関で運用されている学習支援システムには、教育ビックデータと呼ぶにふさわしい膨大がデータが蓄積されており、その解析に基づき教材・教育手法の改善などへの応用が進んでいる。しかし、多くは講義が終了し成績が確定した後に解析しており、講義受講中の教育データに基づき学習者へのメンタリングや教授内容の動的な適応化という視点では、十分な活用がなされていないのが現状である。本研究では、同一科目における過去の学習履歴をテンプレートとし、受講中の学習者の履修状況を動的に推定することで、学習者を支援可能な“学習支援システム”の構築を目指す。

Outline of Final Research Achievements

This research was planned to design and build the learning management system (LMS) which can support individual student who may have a difficulty to keep learning based on the dynamic education big data on LMS. Due to COVID-19, the educational environment at universities had to change drastically such that frequnent change from the distance learning and hybrid as well as high-flex learning to the conventinal face-to-face learning and vise versa. This change let us use the various data including VOD and single-sign-on system as well as ordinary LMS log. Also more detailed data such as mouse movement record on LMS for each student, which may detect a pontetial cheating at the online examination are also used for analytics. During this research period, 18 reviewed journal and international conference articles are published, and 5 Ph.D candidates have obtained the degrees succesfuuly.

Academic Significance and Societal Importance of the Research Achievements

18歳人口の減少などの社会的要因もあり、これまで以上に大学生の多様化が進むと考えられる状況で、大学への入学を許可した個々の学生の特性を踏まえた学修支援の重要性は、今後も高まると想定される。特に、コロナ禍を経て、学びの多様化は進み、遠隔での学習を含め、学習支援システム(LMS)を含めた教育システムに蓄積される大量の教育データを活用することで、これまでにきめ細やかな学習支援が実現できる可能性がある。本研究では、多様な教育データの蓄積手法や、蓄積された教育データを、個別の講義レベルのみならず、カリキュラムを通じた学習形態の分析をすることを試みた。

Report

(6 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Research-status Report
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • Research Products

    (36 results)

All 2023 2022 2021 2020 2019 Other

All Int'l Joint Research (9 results) Journal Article (17 results) (of which Int'l Joint Research: 15 results,  Peer Reviewed: 16 results,  Open Access: 8 results) Presentation (10 results) (of which Int'l Joint Research: 6 results,  Invited: 4 results)

  • [Int'l Joint Research] スラバヤ工科大学(インドネシア)

    • Related Report
      2023 Annual Research Report
  • [Int'l Joint Research] スラバヤ工科大学(インドネシア)

    • Related Report
      2022 Research-status Report
  • [Int'l Joint Research] スラバヤ工科大学/ウダヤナ大学/サムラトトランぎ大学(インドネシア)

    • Related Report
      2021 Research-status Report
  • [Int'l Joint Research] カブール工科大学(アフガニスタン)

    • Related Report
      2021 Research-status Report
  • [Int'l Joint Research] モンゴル国立大学/モンゴル科学技術大学(モンゴル)

    • Related Report
      2021 Research-status Report
  • [Int'l Joint Research] ヤンゴン工科大学/マンダレー工科大学(ミャンマー)

    • Related Report
      2021 Research-status Report
  • [Int'l Joint Research] モンゴル国立大学(モンゴル)

    • Related Report
      2020 Research-status Report
  • [Int'l Joint Research] カブールポリテクニック(アフガニスタン)

    • Related Report
      2020 Research-status Report
  • [Int'l Joint Research] ウダヤナ大学/スラバヤ工科大学(インドネシア)

    • Related Report
      2020 Research-status Report
  • [Journal Article] Two-layer ensemble prediction of students’ performance using learning behavior and domain knowledge2023

    • Author(s)
      Priyambada Satrio Adi、Usagawa Tsuyoshi、ER Mahendrawathi
    • Journal Title

      Computers and Education: Artificial Intelligence

      Volume: 5 Pages: 100149-100149

    • DOI

      10.1016/j.caeai.2023.100149

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Rules Determination Based on Time-Series Data to Classify Unsupervised Cases Based on Fuzzy Expert System2023

    • Author(s)
      Feby Artwodini Muqtadiroh, Tsuyoshi Usagawa, Riris Diana Rachmayanti, Supeno Mardi Susiki Nugroho, Eko Mulyanto Yuniarno, Mauridhi Hery Purnomo
    • Journal Title

      International Journal of Intelligent Engineering and Systems

      Volume: 16 Issue: 3 Pages: 258-268

    • DOI

      10.22266/ijies2023.0630.20

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Fuzzy-TOPSIS and the Urgency-Seriousness-Growth Scoring Technique to Determine Weights of Uncertainty Issues in School Reopening Factors During COVID-192023

    • Author(s)
      Muqtadiroh Feby Artwodini、Usagawa Tsuyoshi、Purwitasari Diana、Rachmayanti Riris Diana、Yuniarno Eko Mulyanto、Susiki Nugroho Supeno Mardi、Purnomo Mauridhi Hery
    • Journal Title

      Proceedings of IEEE International Conference on Fuzzy Systems

      Volume: 1 Pages: 1-6

    • DOI

      10.1109/fuzz52849.2023.10309769

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Normal Vector Direction-based 3D LiDAR Point Cloud Planar Surface Removal for Object Cluster Minimization in Human Activity Monitoring System2023

    • Author(s)
      Budiyanta Nova Eka、Yuniarno Eko Mulyanto、Usagawa Tsuyoshi、Purnomo Mauridhi Hery
    • Journal Title

      IEEE Instrumentation and Measurement Technology Conference

      Volume: 1 Pages: 1-4

    • DOI

      10.1109/i2mtc53148.2023.10175928

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Systematic Literature Review on Process Mining in Learning Management System2022

    • Author(s)
      Fatharani Wafda, Tsuyoshi Usagawa, Mahendrawathi ER
    • Journal Title

      Proc. IEEE International Conference on Industry 4, Artificial Intelligence, and Communications Technology (IAICT2022)

      Volume: 1 Pages: 1-7

    • DOI

      10.1109/iaict55358.2022.9887428

    • Related Report
      2022 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] An Improved Performance of Predictive Modeling to Formulate the Recommendations on the Dashboard System by Extracting Features and Enhancing Hyperparameters2022

    • Author(s)
      Feby Artwodini Muqtadiroh, Diana Purwitasari, Muhammad Reza Pahlawan, Eko Mulyanto Yuniarno, Supeno Mardi Susiki Nugroho, Mauridhi Hery Purnomo
    • Journal Title

      Proc. IEEE International Conference on Computational Intelligence & Virtual Environment for Measurement Systems and Applications (CIVEMSA 2022)

      Volume: 1 Pages: 1-11

    • DOI

      10.1109/civemsa53371.2022.9853645

    • Related Report
      2022 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Improved Transcription and Speaker Identification System for Concurrent Speech in Bahasa Indonesia Using Recurrent Neural Network2021

    • Author(s)
      Andra Muhammad Bagus、Usagawa Tsuyoshi
    • Journal Title

      IEEE Access

      Volume: 9 Pages: 70758-70774

    • DOI

      10.1109/access.2021.3077441

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Improving Academic Performance Through Blended Learning: The Case of Afghan Higher Education2021

    • Author(s)
      Sokout Hamidullah、Usagawa Tsuyoshi
    • Journal Title

      International Journal of Emerging Technologies in Learning (iJET)

      Volume: 16 Issue: 11 Pages: 104-104

    • DOI

      10.3991/ijet.v16i11.20757

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Profile-Based Cluster Evolution Analysis: Identification of Migration Patterns for Understanding Student Learning Behavior2021

    • Author(s)
      Priyambada Satrio Adi、Er Mahendrawathi、Yahya Bernardo Nugroho、Usagawa Tsuyoshi
    • Journal Title

      IEEE Access

      Volume: 9 Pages: 101718-101728

    • DOI

      10.1109/access.2021.3095958

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Using real-time online preprocessed mouse tracking for lower storage and transmission costs2020

    • Author(s)
      Purnama Fajar、Usagawa Tsuyoshi
    • Journal Title

      Journal of Big Data

      Volume: 7 Issue: 1 Pages: 27-49

    • DOI

      10.1186/s40537-020-00304-x

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Implementation of real-time online mouse tracking on overseas quiz session: From server administrator point of view2020

    • Author(s)
      Fajar Purnama, Tsuyoshi Usagawa
    • Journal Title

      Education and Information Technologies

      Volume: - Issue: 5 Pages: 1-36

    • DOI

      10.1007/s10639-020-10141-3

    • Related Report
      2020 Research-status Report 2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Learning Analytics: Analyzing Various Aspects of Learners’ Performance in Blended Courses. The Case of Kabul Polytechnic University, Afghanistan2020

    • Author(s)
      Sokout Hamidullah、Usagawa Tsuyoshi、Mukhtar Sohail
    • Journal Title

      International Journal of Emerging Technologies in Learning (iJET)

      Volume: 15 Issue: 12 Pages: 168-168

    • DOI

      10.3991/ijet.v15i12.13473

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Portable Keyword Spotting and Sound Source Detection System Design on Mobile Robot with Mini Microphone Array2020

    • Author(s)
      Andra Muhammad Bagus、Usagawa Tsuyoshi
    • Journal Title

      Proc. 2020 6th International Conference on Control, Automation and Robotics (ICCAR)

      Volume: 1 Pages: 1-6

    • DOI

      10.1109/iccar49639.2020.9108086

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Automatic Transcription and Captioning System for Bahasa Indonesia in Multi-Speaker Environment2020

    • Author(s)
      Andra Muhammad Bagus、Usagawa Tsuyoshi
    • Journal Title

      2020 5th International Conference on Intelligent Informatics and Biomedical Sciences (ICIIBMS)

      Volume: 1 Pages: 1-6

    • DOI

      10.1109/iciibms50712.2020.9336388

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Analysis of Factors Affecting Continuance Intention of E-Learning Adoption in Lecturers' Perspectives2019

    • Author(s)
      Feby Artwodini Muqtadiroh, Anisah Herdiyanti, Indra Wicaksono, Tsuyoshi Usagawa
    • Journal Title

      IOP Conference Series: Materials Science and Engineering

      Volume: 588 Issue: 1 Pages: 012022-012022

    • DOI

      10.1088/1757-899x/588/1/012022

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] An Artificial Neural Network Based Early Prediction of Failure-Prone Students in Blended Learning Course2019

    • Author(s)
      Sukhbaatar Otgontsetseg, Usagawa Tsuyoshi, Choimaa Lodoiraysal
    • Journal Title

      INTERNATIONAL JOURNAL OF EMERGING TECHNOLOGIES IN LEARNING

      Volume: 14 Issue: 19 Pages: 77-92

    • DOI

      10.3991/ijet.v14i19.10366

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Automatic lecture video content summarizationwith attention-based recurrent neural network2019

    • Author(s)
      Muhammad Bagus Andra, Tsuyoshi Usagaw
    • Journal Title

      Proceeding - 2019 International Conference of Artificial Intelligence and Information Technology, ICAIIT 2019

      Volume: - Pages: 54-59

    • DOI

      10.1109/icaiit.2019.8834514

    • Related Report
      2019 Research-status Report
  • [Presentation] Progressive Prediction of Students’ Future Performance on Coherent Vertical Curriculum2022

    • Author(s)
      Satrio Adi Priyambada, Fatharani Wafda, Tsuyoshi Usagawa, Mahendrawathi ER
    • Organizer
      IIAI International Congress on Advanced Applied Informatics (IIAI AAI 2022)
    • Related Report
      2022 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Model-driven COVID-19 Prediction to Determine School Reopening Safely during Pandemic2022

    • Author(s)
      Feby Artwodini Muqtadiroh, Tsuyoshi Usagawa, Eko Mulyanto Yuniarno, Supeno Mardi Susiki Nugroho, Mauridhi Hery Purnom
    • Organizer
      17th International Students Conference on Science and Technology (ICAST 2022)
    • Related Report
      2022 Research-status Report
  • [Presentation] 熊本大学における大学教育のDX推進状況2021

    • Author(s)
      宇佐川 毅
    • Organizer
      全国大学教育研究センター協議会
    • Related Report
      2021 Research-status Report
  • [Presentation] Paradigm Shift of Education under COVID-19 - What we find and obtain at a university in Japan -2021

    • Author(s)
      Tsuyoshi Usagawa
    • Organizer
      2021 International Conference on Smart Green Technology in Electrical and Information Systems ICSGTEIS2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Process Mining in LMS: Literature Study2021

    • Author(s)
      Fatharani Wafda, Tsuyoshi Usagawa, Mahendrawathi ER
    • Organizer
      The 16th International Student Conference on Advanced Science and Technology (ICAST2021),
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] A conceptual framework for effective deployment of learning analytics in higher education - A case in Afghanistan2020

    • Author(s)
      Sokout, H., Freshta Hanif, Usagawa, T.
    • Organizer
      The 15th International Student Conference on Advanced Science and Technology
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Paradigm Shift of Education under COVID-19 - Process and Outcomes at Kumamoto University, Japan2020

    • Author(s)
      Tsuyoshi Usagawa
    • Organizer
      IEEE TALE 2020
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Paradigm Shift of Education under COVID-19 - Process and Outcomes at Kumamoto University, Japan2020

    • Author(s)
      Tsuyoshi Usagawa
    • Organizer
      International Webinar 59th Anniversary of UNSRAT
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] コロナ禍を超えて ~教育のパラダイムシフトを目指して2020

    • Author(s)
      宇佐川 毅
    • Organizer
      第23回】4月からの大学等遠隔授業に関する取組状況共有サイバーシンポジウム~遠隔・対面ハイブリッド講義に向けての取り組み
    • Related Report
      2020 Research-status Report
    • Invited
  • [Presentation] Moodleにおけるクリッカー機能の開発に関する研究2020

    • Author(s)
      川村 章人,FAJAR, Purnama.,宇佐川 毅
    • Organizer
      日本教育工学会2020年春季全国大会
    • Related Report
      2019 Research-status Report

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Published: 2019-04-18   Modified: 2025-01-30  

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