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Research on Adaptive Recommendation Technology in Bidirectional Recommendation System for Learning Web Digital Texts

Research Project

Project/Area Number 21500908
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Educational technology
Research InstitutionTokyo Denki University

Principal Investigator

WADA Yuji  東京電機大学, 情報環境学部, 教授 (30366398)

Co-Investigator(Kenkyū-buntansha) DOHI Shinichi  東京電機大学, 情報環境学部, 准教授 (00227703)
KONNO Noriko  東京電機大学, 情報環境学部, 准教授 (40349808)
MIYAKAWA Osamu  東京電機大学, 情報環境学部, 准教授 (30316632)
Co-Investigator(Renkei-kenkyūsha) SAWAMOTO Jun  岩手県立大学, ソフトウェア情報学部, 教授 (50438082)
Research Collaborator HAMADUME Yuuma  東京電機大学, 大学院・情報環境学研究科, 修士
SEGAWA Takuya  東京電機大学, 大学院・情報環境学研究科, 修士
KURIHARA Ryuuhei  東京電機大学, 大学院・情報環境学研究科, 修士
Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2011: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2010: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2009: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords教育工学 / 授業学習支援 / データマイニング / レコメンデーション / コンテンツ / Eラーニング / 協調学習推薦システム / 情報推薦 / デジタル教材コンテンツ / 学習履歴 / 苦手科目 / アンケート分析 / 学習傾向
Research Abstract

Existing e-learning systems do not show advantages, because of simply enumerating the teaching materials. In our developing "An Individual Reviewing System(AIRS)", optimal contents for learners are recommended using Collaborative Filtering method. However, Collaborative Filtering method has disadvantages in that unless sufficient historical data is available, recommendation may not be possible. To overcome this disadvantage, we first experimented and evaluated our proposed recommendation method called "Attribute Correlation Method". Then, we improved this method before developing a new approach named "Collaborative Attribute Method". Finally, we again evaluated its effectiveness.

Report

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

    (21 results)

All 2012 2011 2010 2009 Other

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (16 results) Remarks (1 results)

  • [Journal Article] Technology for Recommending Optimum Learning Texts Based on Data Mining of Learning Historical Data2011

    • Author(s)
      Yuji Wada, Yuuma Hamadume, Shinichi Dohi, and Jun Sawamoto
    • Journal Title

      International Journal of Information Society IJIS

      Volume: Vol.2, No.3 Pages: 78-87

    • URL

      http://www.infsoc.org/journal/vol02/2-3.php

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Technology for Recommending Optimum Learning Texts Based on Data Mining of Learning Historical Data2011

    • Author(s)
      Yuji Wada
    • Journal Title

      International Journal of Information Society IJIS

      Volume: Vol.2 No.3 Pages: 78-87

    • Related Report
      2011 Annual Research Report 2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Bidirectional Recommendation Technology for Web Digital Texts2010

    • Author(s)
      Yuji Wada, Syunsuke Matsuzawa, Mikuru Yamaguchi, and Shinichi Dohi
    • Journal Title

      Journal of Digital Information Management

      Volume: Vol.8, No.4 Pages: 240-246

    • URL

      http://www.dirf.org/jdim/v8i4.asp

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Bidirectional Recommendation Technology for Web Digital Texts2010

    • Author(s)
      Yuji Wada
    • Journal Title

      Journal of Digital Information Management

      Volume: VOL.8 Pages: 240-246

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] 学習教材推薦者の学習実績と被推薦者の学習効果の関係性2012

    • Author(s)
      栗原隆平
    • Organizer
      第47回情報処理学会全国大会
    • Place of Presentation
      名古屋工業大学(愛知県)
    • Year and Date
      2012-03-08
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] 教育支援システムにおけるレコメンド機能に関する研究2011

    • Author(s)
      瀬川卓也、和田雄次
    • Organizer
      第10回情報科学技術フォーラム
    • Place of Presentation
      函館大学(北海道)
    • Year and Date
      2011-09-07
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] Research on Collaborative Learning Technology-Recommended Study Materials to Overcome the Weak Point2010

    • Author(s)
      Yuji Wada, Yuma Hamadume, Shinichi Dohi and Jun Sawamoto
    • Organizer
      International Workshop on Informatics(IWIN2010)
    • Place of Presentation
      Edinburgh, Scotland, UK
    • Year and Date
      2010-09-13
    • Related Report
      2011 Final Research Report
  • [Presentation] Research on Collaborative Learning Technology-Recommended Study Materials to Overcome the Weak Point2010

    • Author(s)
      Yuji Wada
    • Organizer
      The 4^<th> International Workshop on Informatics (IWIN2010)
    • Place of Presentation
      Edinburgh, Scotland, UK
    • Year and Date
      2010-09-13
    • Related Report
      2010 Annual Research Report
  • [Presentation] モチベーション志向情報教育システム(SIEM)のコンテンツ分析IV2010

    • Author(s)
      宮川治、土肥紳一、今野紀子、高野辰之
    • Organizer
      日本教育心理学会第52回総会
    • Place of Presentation
      早稲田大学早稲田キャンパス(東京)
    • Year and Date
      2010-08-28
    • Related Report
      2011 Final Research Report
  • [Presentation] モチベーション志向情報教育システム(SIEM)のコンテンツ分析IV2010

    • Author(s)
      宮川治
    • Organizer
      日本教育心理学会第52回総会
    • Place of Presentation
      早稲田大学早稲田キャンパス
    • Year and Date
      2010-08-28
    • Related Report
      2010 Annual Research Report
  • [Presentation] 協調学習推薦技術の研究-苦手科目克服のための教材推薦-2010

    • Author(s)
      和田雄次、浜詰祐馬、土肥紳一、澤本潤
    • Organizer
      第二回データ工学と情報マネジメントに関するフォーラム(DEIM2010)
    • Place of Presentation
      淡路夢舞台国際会議場(兵庫県)
    • Year and Date
      2010-03-01
    • Related Report
      2011 Final Research Report
  • [Presentation] 協調学習推薦技術の研究-苦手科目克服のための教材推薦-2010

    • Author(s)
      和田雄次
    • Organizer
      第二回データ工学と情報マネジメントに関するフォーラム(DEIM2010)
    • Place of Presentation
      淡路夢舞台国際会議場(淡路市)
    • Year and Date
      2010-03-01
    • Related Report
      2009 Annual Research Report
  • [Presentation] Technology for Recommending Optimum Learning Texts Based on Data Mining of Learning Historical Data2009

    • Author(s)
      Yuji Wada, Yuuma Hamadume, Shinichi Dohi and Jun Sawamoto
    • Organizer
      The 3rd International Workshop on INformatics(IWIN2009)
    • Place of Presentation
      Honolulu, Hawaii, USA
    • Year and Date
      2009-09-15
    • Related Report
      2011 Final Research Report
  • [Presentation] Technology for Recommending Optimum Learning Texts Based on Data Mining of Learning Historical Data2009

    • Author(s)
      Yuji Wada
    • Organizer
      The 3rd International Workshop on INformatics (IWIN2009)
    • Place of Presentation
      Hawaii Tokai International College(Honolulu, USA)
    • Year and Date
      2009-09-15
    • Related Report
      2009 Annual Research Report
  • [Presentation] eラーニングにおけるレコメンデーション技術の実装-苦手克服に貢献する教材の抽出-2009

    • Author(s)
      浜詰祐馬、和田雄次、土肥紳一
    • Organizer
      第8回情報科学技術フォーラムFIT2009
    • Place of Presentation
      東北工業大学八木山キャンパス(宮城県)
    • Year and Date
      2009-09-02
    • Related Report
      2011 Final Research Report
  • [Presentation] eラーニングにおけるレコメンデーション技術の実装 -苦手克服に貢献する教材の抽出-2009

    • Author(s)
      浜詰祐馬
    • Organizer
      第8回情報科学技術フォーラムFIT2009 (情報処理学会,電子情報通信学会)
    • Place of Presentation
      東北工業大学(仙台市)
    • Year and Date
      2009-09-02
    • Related Report
      2009 Annual Research Report
  • [Presentation] eラーニングにおけるレコメンデーション技術の実装2009

    • Author(s)
      浜詰祐馬、和田雄次、土肥紳一
    • Organizer
      2009PC Conference
    • Place of Presentation
      愛媛大学城北キャンパス(愛媛県)
    • Year and Date
      2009-08-09
    • Related Report
      2011 Final Research Report
  • [Presentation] eラーニングにおけるレコメンデーション技術の実装2009

    • Author(s)
      浜詰祐馬
    • Organizer
      2009 PC Conference (コンピュータ利用教育協議会)
    • Place of Presentation
      愛媛大学(松山市)
    • Year and Date
      2009-08-09
    • Related Report
      2009 Annual Research Report
  • [Presentation] Proposal and Verification of Bidirectional Recommendation System for Learning Web Digital Texts2009

    • Author(s)
      Yuji Wada, Syunsuke Matsuzawa, Mikuru Yamaguchi, and Shinichi Dohi
    • Organizer
      The Second International Conference on the Applications of Digital Information and Web Technologies(ICADIWT2009)
    • Place of Presentation
      London, UK
    • Year and Date
      2009-08-04
    • Related Report
      2011 Final Research Report
  • [Presentation] Proposal and Verification of Bidirectional Recommendation System or Learning Web Digital Texts2009

    • Author(s)
      Yuji Wada
    • Organizer
      The Second International Conference on the Applications of Digital Information and Web Technologies (ICADIWT2009)
    • Place of Presentation
      London Metropolitan University (London, UK)
    • Year and Date
      2009-08-04
    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

      http://www.sie.dendai.ac.jp/labs/prof/wada/index.html

    • Related Report
      2011 Final Research Report

URL: 

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

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