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Development and Evaluation of English Learning System with Collaborative Filtering for Self-Regulated Learning

Research Project

Project/Area Number 21300302
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Educational technology
Research InstitutionThe University of Tokyo

Principal Investigator

YAMUCHI Yuhei  東京大学, 大学院・情報学環, 准教授 (50252565)

Co-Investigator(Kenkyū-buntansha) YAMADA Masanori  金沢大学, 大学教育開発支援センター, 准教授 (10466831)
MATSUKAWA Hideya  大阪大学, 大学教育実践センター, 助教 (50379111)
KITAMURA Satoshi  東京経済大学, コミュニケーション学部, 講師 (40511960)
Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥19,370,000 (Direct Cost: ¥14,900,000、Indirect Cost: ¥4,470,000)
Fiscal Year 2011: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2010: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2009: ¥10,140,000 (Direct Cost: ¥7,800,000、Indirect Cost: ¥2,340,000)
Keywords分散協調教育システム / 社会的支援 / 認知的支援 / 適正処遇 / 自己調整学習 / 認知的学習方略 / 「井の中の蛙」効果 / 英語学習 / 学業的自己概念 / 学習環境デザイン / 推薦システム / 学習方略 / 学習支援
Research Abstract

This study aims to develop online English learning system with the functions of Aptitude Treatment Interaction(ATI), social support, and cognitive support and evaluate this system. For ATI, we developed collaborative filtering system for the recommendation. In analysis phase, we considered the effects of collaborative filtering as ATI support technology on online English learning system through the analysis of the practice data of this system. For social support and cognitive learning function, we developed the collaborative system with the consideration of "split-little-pond" effect."Split-little-pond" effect is one of academic self-concept. Academic self-concept is self-knowledge or self-concept about academic skill or ability. Academic self-concept is formed negatively or positively by social comparison such as the comparison with test score of their classmates."Split-little-pond" effect means academic self-concept formed by social comparison mentioned above. This system allows learners to use cognitive learning strategies such as marking and annotation. The results show that collaborative filtering seems to have direct effect on learning. However, collaborative filtering has positive effect on learner's understanding of learning strategies by the recommendation based on learner's interest in the content of English reading. For social and cognitive support, this system seems to be effective on the promotion of the use of cognitive learning strategies, but the significant effect on social support was not confirmed in this study.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (19 results)

All 2011 2010 2009

All Journal Article (5 results) (of which Peer Reviewed: 2 results) Presentation (13 results) Book (1 results)

  • [Journal Article] 協調フィルタリングによる適合度効果の検討:英文ニュース記事を用いた英語語彙学習支援システムにおいて2011

    • Author(s)
      山田政寛, 北村智, 山内祐平
    • Journal Title

      教育システム情報学会誌

      Volume: 28(3) Pages: 200-209

    • NAID

      130007420249

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Journal Article] Development of an online English learning environment using auser-based collaborative filtering system2011

    • Author(s)
      Yamada, M., Kitamura, S., Mison, T., Kitani, N., Yamauchi, Y
    • Journal Title

      Proceedings of CELDA 2011

      Pages: 115-122

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 協調学習研究における理論的関心と分析方法の整合性:階層的データを扱う統計的分析手法の整理2010

    • Author(s)
      北村智
    • Journal Title

      日本教育工学会論文誌

      Volume: 33(3) Pages: 343-352

    • Related Report
      2011 Final Research Report 2009 Annual Research Report
  • [Journal Article] CSCL研究における「社会的存在感」概念に関する-検討2010

    • Author(s)
      山田政寛, 北村智
    • Journal Title

      日本教育工学会論文誌

      Volume: 33(3) Pages: 353-362

    • Related Report
      2011 Final Research Report
  • [Journal Article] CSCL研究における「社会的存在感」概念に関する一検討2010

    • Author(s)
      山田政寛、北村智
    • Journal Title

      日本教育工学会論文誌

      Volume: 33巻 Pages: 353-362

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] 「井の中の蛙」効果に基づいた協調学習支援システムの開発2011

    • Author(s)
      山田政寛
    • Organizer
      日本教育工学会第27回全国大会
    • Place of Presentation
      首都大学東京
    • Year and Date
      2011-09-19
    • Related Report
      2011 Annual Research Report
  • [Presentation] Development of an online English learning environment using a user-based collaborative filtering system2011

    • Author(s)
      Yamada, M., Kitamura, S., Misono, T., Kitani, N., Yamauchi, Y.
    • Organizer
      Proceedings of CELDA2011
    • Related Report
      2011 Final Research Report
  • [Presentation] 「井の中の蛙」効果に基づいた協調学習支援システムの開発2011

    • Author(s)
      山田政寛,北村智,御園真史,山内祐平
    • Organizer
      日本教育工学会第27回全国大会講演論文集
    • Related Report
      2011 Final Research Report
  • [Presentation] 大学生を対象とした数学問題に対する興味・意欲・自信に関する調査と分析2010

    • Author(s)
      御園真史, 北村智, 山田政寛, 山内祐平
    • Organizer
      第43回数学教育論文発表会
    • Place of Presentation
      宮崎大学
    • Year and Date
      2010-11-14
    • Related Report
      2010 Annual Research Report
  • [Presentation] ユーザベース協調フィルタリングを用いたオンライン英語学習環境の構築2010

    • Author(s)
      北村智, 山田政寛, 御園真史, 木谷紀子, 山内祐平
    • Organizer
      日本教育工学会第26回全国大会
    • Place of Presentation
      金城学院大学
    • Year and Date
      2010-09-20
    • Related Report
      2010 Annual Research Report
  • [Presentation] 大学生の数学問題に対する興味についての分析2010

    • Author(s)
      御園真史, 北村智, 山田政寛, 山内祐平
    • Organizer
      日本教育工学会第26回全国大会
    • Place of Presentation
      金城学院大学
    • Year and Date
      2010-09-19
    • Related Report
      2010 Annual Research Report
  • [Presentation] コミュニケーションを通じた英語学習における学習者の学業的自己概念と自己効力感の変容2010

    • Author(s)
      山田政寛, 北村智, 御園真史, 山内祐平
    • Organizer
      日本教育工学会第26回全国大会
    • Place of Presentation
      金城学院大学
    • Year and Date
      2010-09-18
    • Related Report
      2010 Annual Research Report
  • [Presentation] ユーザベース協調フィルタリングを用いたオンライン英語学習環境の構築2010

    • Author(s)
      北村智,山田政寛,御園真史,木谷紀子,山内祐平
    • Organizer
      日本教育工学会第26回全国大会講演論文集(課題発表)
    • Related Report
      2011 Final Research Report
  • [Presentation] コミュニケーションを通じた英語学習における学習者の学業的自己概念と自己効力感の変容2010

    • Author(s)
      山田政寛,北村智,御園真史,山内祐平
    • Organizer
      日本教育工学会第26回全国大会講演論文集
    • Related Report
      2011 Final Research Report
  • [Presentation] 大学生の数学問題に対する興味についての分析2010

    • Author(s)
      御園真史,北村智,山田政寛,山内祐平
    • Organizer
      日本教育工学会第26回全国大会講演論文集
    • Related Report
      2011 Final Research Report
  • [Presentation] 大学生を対象とした数学問題に対する興味・意欲・自信に関する調査と分析2010

    • Author(s)
      御園真史,北村智,山田政寛,山内祐平
    • Organizer
      第43回数学教育論文発表会論文集
    • Related Report
      2011 Final Research Report
  • [Presentation] Vocabulary learning environment with collaborative filtering for support of self-regulated learning2009

    • Author(s)
      Yamada, M., et al.
    • Organizer
      13th Int'l Conference on Knowledge-Based and Intelligent Information & Engineering Systems
    • Place of Presentation
      Santiago, Chile
    • Year and Date
      2009-11-28
    • Related Report
      2009 Annual Research Report
  • [Presentation] Vocabulary Learning Environment with Collaborative Filtering for Support of Self-Regulated Learning2009

    • Author(s)
      Yamada, M., Kitamura, K., Miyahara, S., Yamauchi, Y.
    • Organizer
      Springer Lecture Note in ArtificialIntelligence 5712(Proceedings of KES 2009)
    • Related Report
      2011 Final Research Report
  • [Book] デジタル教材の教育学2010

    • Author(s)
      山内祐平(編)
    • Total Pages
      196
    • Publisher
      東京大学出版会
    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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