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2020 年度 実績報告書

Knowledge-Aware Learning Analytics Infrastructure to Support Smart Education and Learning

研究課題

研究課題/領域番号 20H01722
研究機関京都大学

研究代表者

Flanagan Brendan  京都大学, 学術情報メディアセンター, 特定講師 (00807612)

研究分担者 緒方 広明  京都大学, 学術情報メディアセンター, 教授 (30274260)
Majumdar Rwito  京都大学, 学術情報メディアセンター, 特定講師 (30823348)
研究期間 (年度) 2020-04-01 – 2023-03-31
キーワードKnowledge map / Smart learning systems / Knowledge extraction / Learning analytics / Educational Informatics
研究実績の概要

Initially, the focus was on developing the necessary fundamental infrastructure to support the proposed knowledge map based smart learning system. The preliminary collection and storage of knowledge structures and the linking of learning materials, quizzes and their related concepts was developed. A process of automatically extracting the relations of English vocabulary by the PI was used to implement a knowledge map-based learning task recommender system for extensive reading and the results were disseminated at international conferences. The development of a dashboard visualization system also began; however, the evaluation was delayed due to unforeseen complications from the covid pandemic. Learning log analysis for prediction academic performance from reading behavior was also conducted and the results were disseminated at international conferences (nominated for best full paper award) and an invited lecture at a NII symposium.

現在までの達成度 (区分)
現在までの達成度 (区分)

3: やや遅れている

理由

aThe schedule of the project was affected by Covid-19, and there were unavoidable delays in development, implementation, and dissemination of research results. However, the motivation of teachers and students to utilize educational technology to overcome these difficulties has increased, and we anticipate that the output of this project will have greater impact on society as a result.

今後の研究の推進方策

The continued development of the infrastructure to support the proposed smart learning system will be the main focus on the project, with the target of disseminating results from the development of automated analysis of learning materials, quizzes, and learning logs at international conferences and then journals. The application of the developed infrastructure to sub-themes, such as: recommendation, prediction, and increasing knowledge awareness through the visualization and explanation of results from the perspective of knowledge structures will also be pursued and it is anticipated to produce several promising results in the future.

  • 研究成果

    (43件)

すべて 2021 2020 その他

すべて 雑誌論文 (19件) (うち国際共著 16件、 査読あり 19件、 オープンアクセス 17件) 学会発表 (23件) (うち国際学会 19件、 招待講演 2件) 備考 (1件)

  • [雑誌論文] Exploring student approaches to learning through sequence analysis of reading logs2020

    • 著者名/発表者名
      Akcapinar Gokhan, Chen Alice, Majumdar Rwitajit, Flanagan Brendan, Ogata Hiroaki
    • 雑誌名

      Proceedings of the Tenth International Conference on Learning Analytics & Knowledge

      巻: 1 ページ: 106-111

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Smart dictionary for e-book reading analytics2020

    • 著者名/発表者名
      Lecailliez Louis, Flanagan Brendan, Chen Alice, Ogata Hiroaki
    • 雑誌名

      Proceedings of the Tenth International Conference on Learning Analytics & Knowledge

      巻: 1 ページ: 89-93

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] LA Platform in Junior High School: Trends of Usage and Student Performance2020

    • 著者名/発表者名
      Majumdar Rwitajit, Kuromiya Hiroyuki, Komura Kiriko, Flanagan Brendan, Ogata Hiroaki
    • 雑誌名

      Companion Proceedings of the 10th International Conference on Learning Analytics and Knowledge

      巻: 1 ページ: 110-112

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Learning Engagement and Clustering Analysis based on Student Interaction with Digital Textbooks2020

    • 著者名/発表者名
      Owoeye Oluwaseyi A.A., Ocheja Patrick, Flanagan Brendan, Ogata Hiroaki
    • 雑誌名

      Companion Proceedings of the 10th International Conference on Learning Analytics and Knowledge

      巻: 1 ページ: 661-668

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Improving Learning Analytics and Student Performance through Connected Lifelong Learning on the Blockchain2020

    • 著者名/発表者名
      Ocheja Patrick, Flanagan Brendan, Lecailliez Louis, Ogata Hiroaki
    • 雑誌名

      Companion Proceedings of the 10th International Conference on Learning Analytics and Knowledge

      巻: 1 ページ: 608-616

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] The 2nd Workshop on Predicting Performance Based on the Analysis of Reading Behavior2020

    • 著者名/発表者名
      Flanagan Brendan, Majumdar Rwitajit, Shimada Atsushi, Ogata Hiroaki
    • 雑誌名

      Companion Proceedings of the 10th International Conference on Learning Analytics and Knowledge

      巻: 1 ページ: 604-607

    • 査読あり / オープンアクセス
  • [雑誌論文] Oh! Another Deadline: Cohort Analysis of Learner’s Behaviors in Self-Directed Tasks2020

    • 著者名/発表者名
      Majumdar Rwitajit, Li Huiyong, Yang Yuan Yuan, Flanagan Brendan, Akcapinar Gokhan, Ogata Hiroaki
    • 雑誌名

      Proceedings of the 2020 IEEE 20th International Conference on Advanced Learning Technologies (ICALT)

      巻: 1 ページ: 259-261

    • 査読あり / 国際共著
  • [雑誌論文] The Relationship Between Student Performance and Reading Behavior in Open eBook Assessment2020

    • 著者名/発表者名
      Flanagan Brendan, Majumdar Rwitajit, Akcapinar Gokhan, Ogata Hiroaki
    • 雑誌名

      Proceedings of the 2020 IEEE 20th International Conference on Advanced Learning Technologies (ICALT)

      巻: 1 ページ: 368-372

    • 査読あり / 国際共著
  • [雑誌論文] How Does The Quality of Students’ Highlights Affect Their Learning Performance in e-Book Reading2020

    • 著者名/発表者名
      Yang Albert, Chen Y, Flanagan Brendan, Ogata Hiroaki
    • 雑誌名

      28th International Conference on Computers in Education Conference Proceedings

      巻: 1 ページ: 289-294

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Applying Key Concepts Extraction for Evaluating the Quality of Students’ Highlights on e-Book2020

    • 著者名/発表者名
      Yang Albert, Chen Y, Flanagan Brendan, Ogata Hiroaki
    • 雑誌名

      28th International Conference on Computers in Education Conference Proceedings

      巻: 1 ページ: 284-288

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] E-book based Learning in times of Pandemic2020

    • 著者名/発表者名
      Majumdar Rwitajit, Chen Alice, Flanagan Brendan, Ogata Hiroaki
    • 雑誌名

      28th International Conference on Computers in Education Conference Proceedings

      巻: 1 ページ: 680-682

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Exploring temporal study patterns in eBook-based learning2020

    • 著者名/発表者名
      Akcapinar Gokhan, Hasnine Nehal, Majumdar Rwitajit, Chen Alice, Flanagan Brendan, Ogata Hiroaki
    • 雑誌名

      28th International Conference on Computers in Education Conference Proceedings

      巻: 1 ページ: 342-347

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Improving EFL students’ learning achievements and behaviors using a learning analytics-based e-book system2020

    • 著者名/発表者名
      Chen Alice, Majumdar Rwitajit, Hwang Gwo-Jen, Lin Yi-Hsuan, Akcapinar Gokhan, Flanagan Brendan, Ogata Hiroaki
    • 雑誌名

      28th International Conference on Computers in Education Conference Proceedings

      巻: 1 ページ: 474-483

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Learning Analytics of Critical Reading Activity: Reading Hayavadana during Lockdown2020

    • 著者名/発表者名
      Majumdar Rwitajit, Bakilapadavu Geetha, Majumder Reek, Chen Alice, Flanagan Brendan, Ogata Hiroaki
    • 雑誌名

      28th International Conference on Computers in Education Conference Proceedings

      巻: 1 ページ: 127-136

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Supporting Group Learning Using Pen Stroke Data Analytics2020

    • 著者名/発表者名
      Yoshitake Daichi, Flanagan Brendan, Ogata Hiroaki
    • 雑誌名

      28th International Conference on Computers in Education Conference Proceedings

      巻: 1 ページ: 634-639

    • 査読あり / オープンアクセス
  • [雑誌論文] A Prototype Framework for a Distributed Lifelong Learner Model2020

    • 著者名/発表者名
      Ocheja Patrick, Flanagan Brendan, Oyelere Sunday, Lecailliez Louis, Ogata Hiroaki
    • 雑誌名

      28th International Conference on Computers in Education Conference Proceedings

      巻: 1 ページ: 261-266

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Identifying Student Engagement and Performance from Reading Behaviors in Open eBook Assessment2020

    • 著者名/発表者名
      Flanagan Brendan, Majumdar Rwitajit, Takii Kensuke, Ocheja Patrick, Chen Alice, Ogata Hiroaki
    • 雑誌名

      28th International Conference on Computers in Education Conference Proceedings

      巻: 1 ページ: 235-244

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Learning Analytics for Humanities and Design Education2020

    • 著者名/発表者名
      Majumdar Rwitajit, Bakilapadavu Geetha, Rajendran Ramkumar, Sahasrabudhe Sameer, Flanagan Brendan, Chen Mei-Rong Alice, Ogata Hiroaki
    • 雑誌名

      28th International Conference on Computers in Education Conference Proceedings

      巻: 1 ページ: 154-156

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Efficiency or Engagement: Comparison of Book Recommendation Approaches in English Extensive Reading2020

    • 著者名/発表者名
      Takii Kensuke, Flanagan Brendan, Ogata Hiroaki
    • 雑誌名

      28th International Conference on Computers in Education Conference Proceedings

      巻: 1 ページ: 106-112

    • 査読あり / オープンアクセス
  • [学会発表] 教育ビッグデータと AI 技術による教育支援2021

    • 著者名/発表者名
      Flanagan Brendan
    • 学会等名
      学術情報メディアセンターセミナー「教育データの利活用による教育変革:これまでの実践知を踏まえた今後の展望」, 京都大学
  • [学会発表] Learning Analytics Platform Analysis of Reading Behavior and Academic Performance in Open-book Assessment2021

    • 著者名/発表者名
      Flanagan Brendan
    • 学会等名
      The 7th International Symposium toward the Future of Advanced Researches in Shizuoka University (ISFAR-SU2021), 静岡大学
    • 招待講演
  • [学会発表] Efficiency or Engagement: Comparison of Book Recommendation Approaches in English Extensive Reading2020

    • 著者名/発表者名
      Takii Kensuke, Flanagan Brendan, Ogata Hiroaki
    • 学会等名
      28th International Conference on Computers in Education Conference
    • 国際学会
  • [学会発表] Learning Analytics for Humanities and Design Education2020

    • 著者名/発表者名
      Majumdar Rwitajit, Bakilapadavu Geetha, Rajendran Ramkumar, Sahasrabudhe Sameer, Flanagan Brendan, Chen Mei-Rong Alice, Ogata Hiroaki
    • 学会等名
      28th International Conference on Computers in Education Conference
    • 国際学会
  • [学会発表] Identifying Student Engagement and Performance from Reading Behaviors in Open eBook Assessment2020

    • 著者名/発表者名
      Flanagan Brendan, Majumdar Rwitajit, Takii Kensuke, Ocheja Patrick, Chen Alice, Ogata Hiroaki
    • 学会等名
      28th International Conference on Computers in Education Conference
    • 国際学会
  • [学会発表] A Prototype Framework for a Distributed Lifelong Learner Model2020

    • 著者名/発表者名
      Ocheja Patrick, Flanagan Brendan, Oyelere Sunday, Lecailliez Louis, Ogata Hiroaki
    • 学会等名
      28th International Conference on Computers in Education Conference
    • 国際学会
  • [学会発表] Supporting Group Learning Using Pen Stroke Data Analytics2020

    • 著者名/発表者名
      Yoshitake Daichi, Flanagan Brendan, Ogata Hiroaki
    • 学会等名
      28th International Conference on Computers in Education Conference
    • 国際学会
  • [学会発表] Learning Analytics of Critical Reading Activity: Reading Hayavadana during Lockdown2020

    • 著者名/発表者名
      Majumdar Rwitajit, Bakilapadavu Geetha, Majumder Reek, Chen Alice, Flanagan Brendan, Ogata Hiroaki
    • 学会等名
      28th International Conference on Computers in Education Conference
    • 国際学会
  • [学会発表] Improving EFL students’ learning achievements and behaviors using a learning analytics-based e-book system2020

    • 著者名/発表者名
      Chen Alice, Majumdar Rwitajit, Hwang Gwo-Jen, Lin Yi-Hsuan, Akcapinar Gokhan, Flanagan Brendan, Ogata Hiroaki
    • 学会等名
      28th International Conference on Computers in Education Conference
    • 国際学会
  • [学会発表] Exploring temporal study patterns in eBook-based learning2020

    • 著者名/発表者名
      Akcapinar Gokhan, Hasnine Nehal, Majumdar Rwitajit, Chen Alice, Flanagan Brendan, Ogata Hiroaki
    • 学会等名
      28th International Conference on Computers in Education Conference
    • 国際学会
  • [学会発表] E-book based Learning in times of Pandemic2020

    • 著者名/発表者名
      Majumdar Rwitajit, Chen Alice, Flanagan Brendan, Ogata Hiroaki
    • 学会等名
      28th International Conference on Computers in Education Conference
    • 国際学会
  • [学会発表] Exploring student approaches to learning through sequence analysis of reading logs2020

    • 著者名/発表者名
      Akcapinar Gokhan, Chen Alice, Majumdar Rwitajit, Flanagan Brendan, Ogata Hiroaki
    • 学会等名
      International Conference on Learning Analytics & Knowledge
    • 国際学会
  • [学会発表] Smart dictionary for e-book reading analytics2020

    • 著者名/発表者名
      Lecailliez Louis, Flanagan Brendan, Chen Alice, Ogata Hiroaki
    • 学会等名
      International Conference on Learning Analytics & Knowledge
    • 国際学会
  • [学会発表] LA Platform in Junior High School: Trends of Usage and Student Performance2020

    • 著者名/発表者名
      Majumdar Rwitajit, Kuromiya Hiroyuki, Komura Kiriko, Flanagan Brendan, Ogata Hiroaki
    • 学会等名
      International Conference on Learning Analytics and Knowledge
    • 国際学会
  • [学会発表] Learning Engagement and Clustering Analysis based on Student Interaction with Digital Textbooks2020

    • 著者名/発表者名
      Owoeye Oluwaseyi A.A., Ocheja Patrick, Flanagan Brendan, Ogata Hiroaki
    • 学会等名
      International Conference on Learning Analytics and Knowledge
    • 国際学会
  • [学会発表] Improving Learning Analytics and Student Performance through Connected Lifelong Learning on the Blockchain2020

    • 著者名/発表者名
      Ocheja Patrick, Flanagan Brendan, Lecailliez Louis, Ogata Hiroaki
    • 学会等名
      International Conference on Learning Analytics and Knowledge
    • 国際学会
  • [学会発表] The 2nd Workshop on Predicting Performance Based on the Analysis of Reading Behavior2020

    • 著者名/発表者名
      Flanagan Brendan, Majumdar Rwitajit, Shimada Atsushi, Ogata Hiroaki
    • 学会等名
      International Conference on Learning Analytics and Knowledge
    • 国際学会
  • [学会発表] Open e-Book Assessmentによる成績評価2020

    • 著者名/発表者名
      Flanagan Brendan
    • 学会等名
      第8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, 国立情報学研究所
    • 招待講演
  • [学会発表] 語彙知識マップを用いた多読用絵本推薦システム2020

    • 著者名/発表者名
      滝井健介, Flanagan Brendan, 緒方広明
    • 学会等名
      第32回教育学習支援情報システム研究発表会(CLE32), 2020-CLE-32
  • [学会発表] Oh! Another Deadline: Cohort Analysis of Learner’s Behaviors in Self-Directed Tasks2020

    • 著者名/発表者名
      Majumdar Rwitajit, Li Huiyong, Yang Yuan Yuan, Flanagan Brendan, Akcapinar Gokhan, Ogata Hiroaki
    • 学会等名
      IEEE 20th International Conference on Advanced Learning Technologies (ICALT)
    • 国際学会
  • [学会発表] The Relationship Between Student Performance and Reading Behavior in Open eBook Assessment2020

    • 著者名/発表者名
      Flanagan Brendan, Majumdar Rwitajit, Akcapinar Gokhan, Ogata Hiroaki
    • 学会等名
      IEEE 20th International Conference on Advanced Learning Technologies (ICALT)
    • 国際学会
  • [学会発表] How Does The Quality of Students’ Highlights Affect Their Learning Performance in e-Book Reading2020

    • 著者名/発表者名
      Yang Albert, Chen Y, Flanagan Brendan, Ogata Hiroaki
    • 学会等名
      28th International Conference on Computers in Education Conference
    • 国際学会
  • [学会発表] Applying Key Concepts Extraction for Evaluating the Quality of Students’ Highlights on e-Book2020

    • 著者名/発表者名
      Yang Albert, Chen Y, Flanagan Brendan, Ogata Hiroaki
    • 学会等名
      28th International Conference on Computers in Education Conference
    • 国際学会
  • [備考] Project Homepage

    • URL

      https://flanaganacademic.wordpress.com

URL: 

公開日: 2022-12-28  

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