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Research on visualization and analysis using educational big data in the seamless learning environment

Research Project

Project/Area Number 17K12947
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Educational technology
Research InstitutionTokyo University of Agriculture and Technology

Principal Investigator

Mouri Kousuke  東京農工大学, 工学(系)研究科(研究院), 助教 (60796001)

Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2019: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2018: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords教育工学 / 学習分析 / 教育ビッグデータ / ユビキタス学習 / シームレス学習 / デジタル教科書 / ラーニングアナリティクス / 科学教育
Outline of Final Research Achievements

In recent years, some educational institutes introduced e-learning systems such as Moodle and Blackboard, and collected educational big data. By using ubiquitous learning systems, learners can record their learning logs in their daily life and share the logs each other. In the studies, formal and informal learning based in e-book technologies are attracting the attention.
This study developed and evaluated our proposed analysis and visualization system to support seamless learning environments by integrating moodle, ebook system and ubiquitous learning system.By using our proposed system, it led to enhance learners' learning opportunities.

Academic Significance and Societal Importance of the Research Achievements

2020年から文部科学省はデジタル教科書システムを小中高等学校に導入する方針を決めている。本研究成果は、この方針にさきだち、デジタル教科書にユビキタス学習システムを統合し、実世界の学習支援を行い、受業内と授業外の学習した知識を結びつけるシームレス学習環境を構築・評価する研究を行った。
さらに、その構築した学習環境で収集した学習ログを学習改善やつまずき箇所を発見するために多様な学習分析を行い、学習者にその結果をフィードバックするシステムを開発・評価を行なった。その結果、学習効果の向上につながる結果を得ることができた。

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (39 results)

All 2019 2018 2017

All Journal Article (6 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 6 results,  Open Access: 2 results) Presentation (33 results) (of which Int'l Joint Research: 32 results,  Invited: 1 results)

  • [Journal Article] An automatic quiz generation system utilizing digital textbook logs2019

    • Author(s)
      Mouri Kousuke、Uosaki Noriko、Hasnine Mohammad、Shimada Atsushi、Yin Chengjiu、Kaneko Keiichi、Ogata Hiroaki
    • Journal Title

      Interactive Learning Environments

      Volume: - Issue: 5 Pages: 1-14

    • DOI

      10.1080/10494820.2019.1620291

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Educational data mining for discovering hidden browsing patterns using non-negative matrix factorization2019

    • Author(s)
      Mouri Kousuke、Suzuki Fumiya、Shimada Atsushi、Uosaki Noriko、Yin Chengjiu、Kaneko Keiichi、Ogata Hiroaki
    • Journal Title

      Interactive Learning Environments

      Volume: - Issue: 7 Pages: 1-13

    • DOI

      10.1080/10494820.2019.1619594

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analyzing Learning Patterns Based on Log Data from Digital Textbooks2019

    • Author(s)
      Kousuke Mouri, Uosaki Noriko, Chengjiu Yin
    • Journal Title

      International Journal of Distance Education Technologies

      Volume: 17 Pages: 1-14

    • NAID

      120006724659

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Learning Analytics for Improving Learning Materials using Digital Textbook Logs2018

    • Author(s)
      Kousuke Mouri, Uosaki Noriko, Chengjiu Yin
    • Journal Title

      Journal of Information Engineering Express

      Volume: 4 Pages: 23-32

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Pattern Analysis of Learners’ Errors and Making Process of Conceptual Models2018

    • Author(s)
      Takafumi Tanaka, Kousuke Mouri, Keiichi Kaneko
    • Journal Title

      Journal of Information Engineering Express

      Volume: 4 Pages: 77-86

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Learning analytics for supporting seamless language learning using e-book with ubiquitous learning system2018

    • Author(s)
      Kousuke Mouri, Uosaki Noriko, Hiroaki Ogata
    • Journal Title

      Educational Technology and Society

      Volume: 21 Pages: 150-163

    • NAID

      120006471207

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Presentation] A Study on Elicitation of Appropriate Scratching Zones based on Lecture Slide Layouts2019

    • Author(s)
      Fumiya Suzuki, Kousuke Mouri, Uosaki Noriko, Atsushi Shimada
    • Organizer
      international conference on Human-Computer Interaction
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Information infrastructure for analyzing and visualizing learning logs in ubiquitous learning environments2019

    • Author(s)
      Songran Liu, Kousuke Mouri and Hiroaki Ogata
    • Organizer
      international conference on Human-Computer Interaction
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Seamless Collaborative Learning Method to learn Business Japanese with eBook and chat system2019

    • Author(s)
      Noriko Uosaki, Kousuke Mouri, Mohammad Nehal Hasnine, Chengjiu Yin and Hiroaki Ogata
    • Organizer
      international conference on Human-Computer Interaction
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Learning Analytics to Share and Reuse Authentic Learning Experiences in a Seamless Learning Environment2019

    • Author(s)
      Mohammad Nehal Hasnine, Hiroaki Ogata, Kousuke Mouri and Noriko Uosaki
    • Organizer
      Workshop of International Learning Analytics and Knowledge Conference
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Platform for Image Recommendation in Foreign Word Learning,2019

    • Author(s)
      Mohammad Nehal Hasnine, Brendan Flanagan, Masatoshi Ishikawa, Hiroaki Ogata, Kousuke Mouri and Keiichi Kaneko
    • Organizer
      International Learning Analytics and Knowledge Conference
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Bridging in-class and real life vocabulary learning using a mobile learner-generated content tool: A case study2019

    • Author(s)
      Yanjie Song, Ka Man Lung, Hiroaki Ogata, Yin Yang, Mohammad Nehal Hasnine and Kousuke Mouri
    • Organizer
      Global Chinese Conference on Computers in Education
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimizing Assignment of Students to Courses based on Learning Activity Analytics2019

    • Author(s)
      Atsushi Shimada, Kousuke Mouri, Yuta Taniguchi, Hiroaki Ogata, Rin-Ichiro Taniguchi and Shinichi Konomi
    • Organizer
      International Conference on Educational Data Mining
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Development of an Answer Verification System for Helping Visually Impaired People to Learn a Spreadsheet Software2019

    • Author(s)
      Isao Hiramatsu, Kousuke Mouri, Bipin Indurkhya and Keiichi Kaneko
    • Organizer
      International Congress on Advanced Applied Informatics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A System for Grouping Texts and Objects in Slide Layout2019

    • Author(s)
      Fumiya Suzuki, Kousuke Mouri, Atsushi Shimada, Noriko Uosaki, Chengjiu Yin and Keiichi Kaneko
    • Organizer
      International Congress on Advanced Applied Informatics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Design of a Location-based Word Recommendation System based on Association Rule Mining Analysis2019

    • Author(s)
      Mohammad Nehal Hasnine, Brendan Flanagan, Kousuke Mouri, Hiroaki Ogata, Keiichi Kaneko and Noriko Uosaki
    • Organizer
      International Congress on Advanced Applied Informatics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Enhancing pupils’ English vocabulary learning mediated by a learner-generated content tool from an ecological perspective2019

    • Author(s)
      Yanjie, Song, Hiroaki Ogata and Kousuke Mouri
    • Organizer
      International CALL research conference
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] , Supporting ubiquitous language learning with object and text detection technologies2019

    • Author(s)
      Kousuke Mouri, Noriko UOSAKI, Chengjiu YIN, Atsushi Shimada, Mohammad Nehal Hasnine, Keiichi Kaneko, Hiroaki Ogata
    • Organizer
      International Conference on Computer in Education
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Design and evaluation of seamless learning analytics2018

    • Author(s)
      Kousuke Mouri, Uosaki Noriko, Atsushi Shimada
    • Organizer
      international conference on Human-Computer Interaction
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] A Visualization System Utilizing Digital Textbook Logs2018

    • Author(s)
      Fumiya Suzuki, Kousuke Mouri and Keiichi Kaneko
    • Organizer
      ICT International Student Project Conference
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Automated Evaluation Method of Conceptual Data Models Considering Similarities of Attribute Sets2018

    • Author(s)
      Takafumi Tanaka, Kousuke Mouri and Keiichi Kaneko
    • Organizer
      ICT International Student Project Conference
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Redesign of a data collection in digital textbook systems2018

    • Author(s)
      Kousuke Mouri, Noriko Uosaki, Atsushi Shimada, Chengjiu Yin, Keiichi Kaneko and Hiroaki Ogata
    • Organizer
      International Conference on Learning Technologies and Learning Environments
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Pairing Method Based on Characteristics of Learners’ Artifacts in Conceptual Modeling Exercises2018

    • Author(s)
      Daisuke Ike, Takafumi Tanaka, Kousuke Mouri, Keiichi Kaneko
    • Organizer
      International Conference on Learning Technologies and Learning Environments
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Design and Development of a Subtitle Summarization System for Vocabulary Learning2018

    • Author(s)
      Hiroharu Kawashima, Takafumi Tanaka, Kousuke Mouri, Keiichi Kaneko
    • Organizer
      International Conference on Learning Technologies and Learning Environments,
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Seamless Support for International Students’ Job Hunting in Japan Using Learning Log System and eBook2018

    • Author(s)
      Noriko Uosaki, Kousuke Mouri, Chengjiu Yin and Hiroaki Ogata
    • Organizer
      International Conference on Learning Technologies and Learning Environments
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Discovering Hidden Browsing Patterns Using Non-Negative Matrix Factorization2018

    • Author(s)
      Kousuke Mouri, Atsushi Shimada, Chengjiu Yin and Keiichi Kaneko
    • Organizer
      International Conference on Educational Data Mining
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Supporting Teaching and Learning with Automaticlly Generated Quiz System2018

    • Author(s)
      Kousuke Mouri, Noriko Uosaki, Chengjiu Yin, Keiichi Kaneko and Hiroaki Ogata
    • Organizer
      World Conference on e-Learning
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] How We Can Support International Students’ Job Hunting in Japan Seamlessly2018

    • Author(s)
      Noriko Uosaki, Kousuke Mouri, Chengjiu Yin and Hiroaki Ogata
    • Organizer
      International Conference on Computer in Education
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Image Recommendation for Informal Vocabulary Learning in a Context-aware Learning Environment2018

    • Author(s)
      Mohammad Nehal Hasnine, Kousuke Mouri, Brendan Flanagan, Gokhan Akcapinar, Noriko Uosaki and Hiroaki Ogata
    • Organizer
      International Conference on Computer in Education
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Seamless Learning Infrastructure for Finding Relationships Between Lecture and Practical Training2018

    • Author(s)
      Kousuke Mouri, Mohammad Nehal Hasnine, Takafumi Tanaka, Noriko Uosaki and Hiroaki Ogata
    • Organizer
      International Conference on Computer in Education
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Towards Final Scores Prediction over Clickstream Using Machine Learning Methods2018

    • Author(s)
      Mohammad Nehal Hasnine,Gokhan Akcapinar, Brendan Flanagan, Rwitajit Majumdar, Kousuke Mouri and Hiroaki Ogata
    • Organizer
      International Conference on Computer in Education
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] SCROLL Dataset in the Context of Ubiquitous Language Learning2018

    • Author(s)
      Mohammad Nehal Hasnine, Kousuke Mouri, Noriko Uosaki, Victoria Abou-Khalil, Brendan Flanagan and Hiroaki Ogata
    • Organizer
      International Conference on Computer in Education
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Analysis of Behavior Sequences of Students by Using Learning Logs of Digital Books2018

    • Author(s)
      Lingyu LI, Noriko UOSAKI, Hiroaki OGATA, Kousuke MOURI, & Chengjiu YIN
    • Organizer
      International Conference on Computer in Education
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] デジタル教科書における学習ログを利活用した教員支援システム2018

    • Author(s)
      毛利 考佑,島田 敬士,殷 成久,魚崎 典子,金子 敬一
    • Organizer
      日本教育工学学会
    • Related Report
      2017 Research-status Report
  • [Presentation] Real-time Analysis of Digital Textbooks: What Keywords Make Lecture Difficult?2017

    • Author(s)
      Kousuke Mouri, Atsushi Shimada, Chengjiu Yin, Noriko Uosaki and Keiichi Kaneko
    • Organizer
      International Conference on Computers in Education
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Learning analytics in a Seamless Learning Environment2017

    • Author(s)
      Kousuke Mouri, Hiroaki Ogata, Uosaki Noriko
    • Organizer
      International Learning Analytics and Knowledge
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Real-time Learning Analytics of e-Book Operation Logs for On-site Lecture Support2017

    • Author(s)
      Atsushi Shimada, Kousuke Mouri and Hiroaki Ogata
    • Organizer
      International Conference on Advanced Learning Technologies
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] E-book-based Learning Analytics for Improving Learning Materials2017

    • Author(s)
      Kousuke Mouri and Chengjiu Yin
    • Organizer
      International Conference on Learning Technologies and Learning Environments
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Enhancing Seamless Learning Using Learning Log System2017

    • Author(s)
      Noriko Uosaki, Hiroaki Ogata and Kousuke Mouri
    • Organizer
      International Conference on Computers in Education
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research

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Published: 2017-04-28   Modified: 2021-02-19  

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