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Development of a Learning History Analysis Method Focusing on Programming Learning Processes and Its Applications in Learning Situation Recognition Support

Research Project

Project/Area Number 25282051
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Educational technology
Research InstitutionTokyo Gakugei University

Principal Investigator

Miyadera Youzou  東京学芸大学, 教育学部, 教授 (10190802)

Co-Investigator(Kenkyū-buntansha) 中村 勝一  福島大学, 共生システム理工学類, 准教授 (60364395)
喜久川 功  常葉大学, 環境学部, 准教授 (10440611)
Co-Investigator(Renkei-kenkyūsha) HAZEYAMA Atsuo  東京学芸大学, 教育学部, 教授 (70313278)
MORIMOTO Yasuhiko  東京学芸大学, 情報処理センター, 准教授 (10387532)
KURITA Rumiko  城西大学, 経営学部, 教授 (60383171)
YAKU Takeo  日本大学, 文理学部, 名誉教授 (90102821)
Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥17,680,000 (Direct Cost: ¥13,600,000、Indirect Cost: ¥4,080,000)
Fiscal Year 2016: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2015: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2014: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2013: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Keywordsプログラミング学習 / 学習履歴 / データマイニング / 状況把握 / 系列パターンマイニング / 状況把握推定 / 学習状況推定 / 状況把握支援
Outline of Final Research Achievements

In the programming exercise lesson, it is expected that estimating learning situations based on the source code editing process can be automated by clarifying the relation between source code editing patterns and learning situations. Therefore, to clarify the relationship between the editing pattern of the source code and the learning situation, this study developed a method and tools for analyzing source code editing processes. Using this method, we extracted frequent editing patterns, by using Sequence Pattern Mining, from the editing history that previous learner applied to the source code. Then, we associated the edit pattern with the learning situation. By using this method, it was shown that learners' situations can be estimated with high accuracy.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • Research Products

    (25 results)

All 2017 2016 2015 2014 2013

All Journal Article (15 results) (of which Peer Reviewed: 7 results,  Acknowledgement Compliant: 1 results,  Open Access: 1 results) Presentation (10 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] プログラミング演習における学習状況推定のためのソースコード編集過程分析手法の開発2017

    • Author(s)
      石和田圭,森本康彦,中村勝一,中山祐貴,宮寺庸造
    • Journal Title

      電子情報通信学会 技術研究報告

      Volume: 116-438 Pages: 75-80

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Estimation of the Error Factors in Programming Exercises Based on the Dynamic Revision of Case-bas2016

    • Author(s)
      Hiroki Nakayama, Kodai Yamamoto, Katunori Ogane, Hiroaki Kaminaga, Shoichi Nakamura, Youzou Miyadera
    • Journal Title

      Proc. The 13th IEEE International Conference on Advanced and Trusted Computing, IEEE CS Press

      Volume: - Pages: 475-481

    • DOI

      10.1109/uic-atc-scalcom-cbdcom-iop-smartworld.2016.0085

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] プログラミング学習における学習状況推定のためのソースコード編集履歴分析ツールの開発2016

    • Author(s)
      石和田圭,森本康彦,中村勝一,宮寺庸造
    • Journal Title

      電子情報通信学会 技術研究報告

      Volume: 116-126 Pages: 21-26

    • Related Report
      2016 Annual Research Report
  • [Journal Article] eポートフォリオを活用した学習における相互評価活動の効果2016

    • Author(s)
      伊藤明裕,森本康彦,北澤武,宮寺庸造
    • Journal Title

      日本教育工学会報告集

      Volume: JSET16-1 Pages: 539-542

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Sequential Pattern Mining System for Analysis of Programming Learning History2015

    • Author(s)
      Shoichi Nakamura, Kaname Nozaki, Hiroki Nakayama, Yasuhiko Morimoto, Youzou Miyadera
    • Journal Title

      Proc. 2015 IEEE International Conference on Data Science and Data Intensive Systems

      Volume: ISDIS2015 Pages: 64-74

    • DOI

      10.1109/dsdis.2015.120

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] ソフトウェア開発演習における自動テスト実践支援システム2015

    • Author(s)
      大橋旭雄,神長裕明,中村勝一,森本康彦,宮寺庸造
    • Journal Title

      電子情報通信学会 技術研究報告

      Volume: 114(513) Pages: 13-18

    • Related Report
      2014 Annual Research Report
  • [Journal Article] E-Worksheet Management System for Accumulating and Using Learning Records2015

    • Author(s)
      Takuhei Ejiri, Yasuhiko Morimoto, Youzou Miyadera
    • Journal Title

      Proc. Society for Information Technology & Teacher Education International Conference 2015(SITE2015)

      Volume: ― Pages: 1620-1627

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Sequential pattern mining method for analysis of programming learning history based on the learning process2014

    • Author(s)
      Shoichi Nakamura, Kaname Nozaki, Yasuhiko Morimoto, Youzou Miyadera
    • Journal Title

      Proc. 2014 The International Conference on Education Technologies and Computers (ICETC)

      Volume: ― Pages: 55-60

    • DOI

      10.1109/icetc.2014.6998902

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Data Structure for Triangular Dissection of Multi-Resolution Images2014

    • Author(s)
      Taiyou Kikuchi, Koichi Anada, Shinji Koka, Youzou Miyadera, Takeo Yaku
    • Journal Title

      Proc. 15th IEEE/ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD 2014)

      Volume: ― Pages: 367-373

    • DOI

      10.1109/snpd.2014.6888732

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] コンピューティングを基盤とした情報教育の再規定2014

    • Author(s)
      久野靖,小泉力一,宮寺庸造,夜久竹夫
    • Journal Title

      情報教育シンポジウムSSS2014論文集

      Volume: ― Pages: 111-118

    • NAID

      170000092936

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 学習履歴を活用した支援ツールのためのプログラミング学習基盤環境2013

    • Author(s)
      大橋旭雄,野崎要,伊藤雄貴,森本康彦,中村勝一,宮寺庸造
    • Journal Title

      電子情報通信学会 技術研究報告

      Volume: ET2013-60 Pages: 15-20

    • Related Report
      2013 Annual Research Report
  • [Journal Article] 活動に則した研究情報蓄積手法のためのグラフ文法2013

    • Author(s)
      村上千明,穴田浩一,夜久竹夫,森本康彦,中村勝一,神長裕明,宮寺庸造
    • Journal Title

      情報処理学会 第97回数理モデル化と問題解決研究会

      Volume: 2014-MPS-97(8) Pages: 1-6

    • NAID

      110009673880

    • Related Report
      2013 Annual Research Report
  • [Journal Article] 意味構造を考慮した表の操作手法2013

    • Author(s)
      張麗娜,青木浩幸,森本康彦,中村勝一,宮寺庸造
    • Journal Title

      電子情報通信学会 技術研究報告

      Volume: ET2013-65 Pages: 41-46

    • Related Report
      2013 Annual Research Report
  • [Journal Article] Extraction Methods of E-mail Discussion Processes Considering Diversity of Description Granularity and their Complicated Relationships2013

    • Author(s)
      Hiroki Nakayama, Ryo Onuma, Hiroaki Kaminaga, Youzou Miyadera, Setsuo Yokoyama, Shoichi Nakamura
    • Journal Title

      Proc. The 8th International Conference for Internet Technology and Secured Transactions

      Volume: ― Pages: 563-568

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A System for Strategic Exercise of Cooperative Software Design Focusing2013

    • Author(s)
      Shoichi Nakamura, Gotoh Fumihiro, Hiroaki Kaminaga, Youzou Miyadera
    • Journal Title

      Proc. International Conference on Innovations in Engineering and Technology

      Volume: ― Pages: 92-97

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] Learning History Transition Graphs for Understanding the Programming Learning Situations2016

    • Author(s)
      Hiroki Nakayama, Shoichi Nakamura, Kaname Nozaki, Yasuhiko Morimoto, Hiroaki Kaminaga, Youzou Miyadera
    • Organizer
      Proc. 11th International Conference for Internet Technology and Secured Transactions, IEEE
    • Place of Presentation
      Barcelona, Spain
    • Year and Date
      2016-12-05
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] プログラミング学習における学習者の苦手構造把握のための決定木構築2015

    • Author(s)
      石和田 圭,森本 康彦,中村 勝一,宮寺 庸造
    • Organizer
      日本教育工学会 第31 回全国大会
    • Place of Presentation
      電気通信大学,東京
    • Year and Date
      2015-09-21
    • Related Report
      2015 Annual Research Report
  • [Presentation] 学習記録蓄積・活用支援システムのためのeワークシート項目構成モデルの提案2014

    • Author(s)
      江尻拓平,森本康彦,宮寺庸造
    • Organizer
      第39回教育システム情報学会全国大会
    • Place of Presentation
      和歌山大学
    • Year and Date
      2014-09-10 – 2014-09-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] ソフトウェア開発演習におけるテスト駆動開発支援手法の提案2014

    • Author(s)
      大橋旭雄,神長裕明,中村勝一,森本康彦,宮寺庸造
    • Organizer
      第39回教育システム情報学会全国大会
    • Place of Presentation
      和歌山大学
    • Year and Date
      2014-09-10 – 2014-09-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] 学習活動をダイナミックに制御するためのIMS-LD活用法の提案2014

    • Author(s)
      喜久川功,有富智世,宮寺庸造
    • Organizer
      第39回教育システム情報学会全国大会
    • Place of Presentation
      和歌山大学
    • Year and Date
      2014-09-10 – 2014-09-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] Descriptive Grammar of Semantic Structures for Safe and Efficient Editing Operation in Tabular Forms2014

    • Author(s)
      Lina Zhang, Hiroyuki Aoki, Yasuhiko Morimoto, Shoichi Nakamura, Youzou Miyadera
    • Organizer
      IEEE Pacific Visualization Symposium 2014
    • Place of Presentation
      Keio University in Yokohama, Japan
    • Related Report
      2013 Annual Research Report
  • [Presentation] 多重解像度地形図のための三角形分割のデータ構造2014

    • Author(s)
      菊池泰蓉,穴田浩一,高加晋司,宮寺庸造,夜久竹夫
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学 東京千住キャンパス
    • Related Report
      2013 Annual Research Report
  • [Presentation] 抽象構文木の論理表現を用いたリファクタリング機会の検出2014

    • Author(s)
      伊藤雄貴,森本康彦,中村勝一,宮寺庸造
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学 東京千住キャンパス
    • Related Report
      2013 Annual Research Report
  • [Presentation] グラフ文法に基づいた研究情報蓄積・共有支援システム2014

    • Author(s)
      村上千明,森本康彦,中村勝一,宮寺庸造
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学 東京千住キャンパス
    • Related Report
      2013 Annual Research Report
  • [Presentation] 学習履歴を活用したプログラミング学習支援システムのための基盤環境の開発2013

    • Author(s)
      大橋旭雄,野崎要,森本康彦,中村勝一,宮寺庸造
    • Organizer
      第38回教育システム情報学会全国大会
    • Place of Presentation
      金沢大学 角間キャンパス
    • Related Report
      2013 Annual Research Report

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Published: 2013-05-21   Modified: 2019-07-29  

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