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Research on data mining to improve the read-through ratio and lesson concentration of digital course materials

Research Project

Project/Area Number 15K00498
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Learning support system
Research InstitutionAichi University

Principal Investigator

Dobashi Konomu  愛知大学, 現代中国学部, 教授 (00301622)

Research Collaborator MORINO Seiji  運営堂, 代表
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2017: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2015: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywords学習分析 / 教育データマイニング / 時系列分析 / クロスセクション分析 / 可視化 / ピボットテーブル / 学習管理システム / エンゲージメント / Moodle / 時系列クロスセクション分析 / 授業集中度 / 閲覧履歴 / 授業改善 / 通読率 / データマイニング / 時系列クロスセクション / 時系列クロス表
Outline of Final Research Achievements

Utilizing digital teaching materials uploaded to Moodle, a course materials page view history was compiled in a face-to-face blended learning class with a large number of participating students. Experiments involving the automatic creation of time series cross-section tables using a set of original Excel macros were performed. By collecting and displaying data on page views of the course materials as a whole, as well as views of individual course material items--both by the class as a whole and by individual students in the class--it is possible to produce a visual and timely summary of student engagement and to use the information to increase student participation and improve teacher performance.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (14 results)

All 2017 2016 2015

All Journal Article (11 results) (of which Peer Reviewed: 9 results,  Open Access: 9 results,  Acknowledgement Compliant: 8 results) Presentation (3 results) (of which Int'l Joint Research: 3 results)

  • [Journal Article] Analysis and visualization of course material page views using a time series cross section and pivot table2017

    • Author(s)
      Konomu DOBASHI
    • Journal Title

      Proceedings of 2017 6th IIAI International Congress on Advanced Applied Informatics IIAI-AAI 2017

      Volume: 2017 Pages: 705-710

    • DOI

      10.1109/iiai-aai.2017.102

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Moodle コースログとピボットテーブルのデータ統合による教材閲覧履歴の可視化2017

    • Author(s)
      土橋 喜
    • Journal Title

      情報教育シンポジウム

      Volume: 2017 Pages: 51-58

    • NAID

      170000175733

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Automatic data integration from Moodle course logs to pivot tables for time series cross section analysis2017

    • Author(s)
      Dobashi Konomu
    • Journal Title

      Procedia Computer Science

      Volume: 112 Pages: 1835-1844

    • DOI

      10.1016/j.procs.2017.08.222

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 教材閲覧履歴をモニタリングする時系列クロス表の生成-時系列クロスセクション分析とエクセルマクロの開発-2016

    • Author(s)
      土橋 喜
    • Journal Title

      信学技報

      Volume: 116(85) Pages: 25-30

    • Related Report
      2016 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] TSCS Monitor: Generation of Time Series Cross Section Tables from Moodle Logs for Tracking In-Class Page Views Using Excel Macros2016

    • Author(s)
      Konomu DOBASHI
    • Journal Title

      The Workshop Proceedings of the 14th Pacific Rim International Conference on Artificial Intelligence (PRICAI Workshop 2016)

      Volume: 2016 Pages: 133-138

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Development and trial of Excel macros for Time Series Cross Section monitoring of student engagement: Analyzing students' page views of course materials2016

    • Author(s)
      Konomu DOBASHI
    • Journal Title

      Procedia Computer Science

      Volume: 96 Pages: 1086-1095

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Tracking and Visualization from in-class Moodle Page Views Using TSCS Monitor2016

    • Author(s)
      Konomu DOBASHI
    • Journal Title

      Workshop Proceedings of the 24th International Conference on Computers in Education ICCE2016

      Volume: 2016 Pages: 150-159

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] デジタル教材の閲覧履歴から教師の指示と履修者の反応を一覧する時系列クロス表2015

    • Author(s)
      土橋 喜
    • Journal Title

      信学技報

      Volume: 115 Pages: 55-60

    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] Time Series Analysis of the in class Page View History of Digital Teaching Materials using Cross Table2015

    • Author(s)
      Konomu Dobashi
    • Journal Title

      Procedia Computer Science

      Volume: 60 Pages: 1032-1040

    • DOI

      10.1016/j.procs.2015.08.148

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] APPROACHES TO THE APPROXIMATE TABULATION OF THE DURATION OF STUDENT VISITS WHEN WORKING WITH DIGITIZED COURSE MATERIALS WITHIN THE CLASS2015

    • Author(s)
      Konomu Dobashi
    • Journal Title

      The International Journal of E-Learning and Educational Technologies in the Digital Media

      Volume: 1(4) Issue: 4 Pages: 197-202

    • DOI

      10.17781/p001897

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A method of visualizing students' reactions by creation of a time series cross table from the in class page view history of the Learning Management System2015

    • Author(s)
      Konomu DOBASHI
    • Journal Title

      Workshop Proceedings of the 23rd International Conference on Computers in Education ICCE 2015

      Volume: 2015 Pages: 423-432

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Visualization Method Using the Moodle Course Log for Semi-automatic Lesson Analysis2017

    • Author(s)
      Konomu DOBASHI
    • Organizer
      International Conference for Media in Education, ICoME 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Time Series Cross Section method for monitoring students' page views of course materials and improving classroom teaching2016

    • Author(s)
      Konomu DOBASHI
    • Organizer
      International Educational Data Mining Society (IEDMS) 2016
    • Place of Presentation
      Raleigh, North Carolina, USA
    • Year and Date
      2016-06-29
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Time Series Cross Table for Looking through Teacher's Instruction and Students' Reactions from the Page View History of Digital Teaching Materials2015

    • Author(s)
      Konomu Dobashi
    • Organizer
      The 23rd International Conference on Computers in Education
    • Place of Presentation
      Hangzhou, China
    • Year and Date
      2015-12-02
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research

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Published: 2015-04-16   Modified: 2019-03-29  

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