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Development and Experimentation of an Adaptive e-Learning System

Research Project

Project/Area Number 17500654
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

INABA Taketoshi  Tokyo University of Technology, メディア学部, professor (10386766)

Co-Investigator(Kenkyū-buntansha) MATSUNAGA Shinsuke  Tokyo University of Technology, メディア学部, assistant professor (60318871)
佐藤 敬  東京工科大学, メディア学部, 教授 (20235360)
Project Period (FY) 2005 – 2007
Project Status Completed (Fiscal Year 2007)
Budget Amount *help
¥3,410,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥210,000)
Fiscal Year 2007: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2006: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 2005: ¥1,500,000 (Direct Cost: ¥1,500,000)
Keywordse-learning / learner's individual traits / user model / AHS / cognitive style / Adaptive Hypermedia
Research Abstract

The majority of existing e-Learning systems are based on the traditional one-size-fits-all design approach which does not take into account the individual differences of each learner. Consequently, these systems are likely to deliver learning contents which do not fit well a learner's individual traits.
For overcoming this problem, adaptive hypermedia systems(AHS) can be an alternative to traditional systems ; adaptive hypermedia systems build a model of the goals, preferences and knowledge of the individual user and use these through the interaction to adapt the content, navigation support and layout to user needs.
Existing research has proposed enough evidence of the empirical effectiveness for learner using AHS. However, in the present state of the art on AHS, we do not have definitive guidelines when deciding what user features to take into account to build a user model.
In this study, we tried to build an adaptive hypermedia system in adoptingcognitive style to define a user as an individual. By cognitive style, we mean an individually preferred and habitual approach to organizing and representing information.
We have used Richard Riding's(1999) Cognitive Styles Label Wholist-Analytic to classify learners into two groups. After that, we made an attempt to match user styles and system versions, but also to mismatch them. We organized pre-test and Post-test design to compare the outcome of the two cases.
So far, we are not able to report significant differences against a mismatch adaptive condition. But in contrast, we have significant evidence for the positive effect of the Wholist design regardless of cognitive style. Thus, at least, we can confirm that cognitive style is an important user feature for future AHS design.

Report

(4 results)
  • 2007 Annual Research Report   Final Research Report Summary
  • 2006 Annual Research Report
  • 2005 Annual Research Report
  • Research Products

    (12 results)

All 2008 2007 2006

All Journal Article (6 results) (of which Peer Reviewed: 1 results) Presentation (6 results)

  • [Journal Article] 学習者特性適応型eラーニングシステムの開発と評価2008

    • Author(s)
      稲葉 竹俊、中村 峻、松永 信介, 田口 賢, 三角 泰広
    • Journal Title

      情報処理学会第70回全国大会講演論文集 (分冊4)

      Pages: 471-472

    • NAID

      110006867771

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] 学習者特性適応型eラーニングシステムの構築・実験2008

    • Author(s)
      稲葉 竹俊、中村 峻、松永 信介
    • Journal Title

      FIT2008講演論文集 (掲載決定済)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Development and Evaluation of Adaptive E-learning System2008

    • Author(s)
      Taketoshi Inaba, Shun Nakamura, Shinsuke Matsunaga
    • Journal Title

      Proceedings 70th national convention of Information Processing Society of Japan volume4

      Pages: 471-472

    • NAID

      110006867771

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Development and Experimentation of Adaptive E-learning System2008

    • Author(s)
      Taketoshi Inaba, Shun Nakamura, Shinsuke Matsunaga
    • Journal Title

      Proceedings FIT

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] 学習者特性対応型eラーニングシステムによる 知識保持能力の検証2006

    • Author(s)
      中村 峻, 深井 博, 稲葉 竹俊
    • Journal Title

      2006 PC Conference 論文集

      Pages: 23-26

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Evaluation of learning retention in Using Adaptive E-Learning System2006

    • Author(s)
      Shun Nakamura, Hiroshi Hukai, Taketoshi Inaba
    • Journal Title

      Proceedings 2006 PC Conference

      Pages: 23-26

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 学習者特性適応型eラーニングシステムの開発と評価2008

    • Author(s)
      稲葉 竹俊
    • Organizer
      情報処理学会全国大会
    • Place of Presentation
      筑波大学
    • Year and Date
      2008-03-14
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
  • [Presentation] 学習者特性適応型eラーニングシステムの構築・実験2008

    • Author(s)
      稲葉 竹俊
    • Organizer
      FIT2008
    • Place of Presentation
      慶應大学湘南藤沢キャンパス
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Development and Evaluation of Adaptive E-learning System2008

    • Author(s)
      Taketoshi Inaba, Shun Nakamura
    • Organizer
      70th national convention of Information Processing Society of Japan
    • Place of Presentation
      Tsukuba University
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Development and Experimentation of Adaptive E-learning System2008

    • Author(s)
      Taketoshi Inaba, Shun Nakamura, Shinsuke Matsunaga
    • Organizer
      FIT2008
    • Place of Presentation
      Keio University(SFC)
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 学習者特性対応型eラーニングシステムの開発・運用2007

    • Author(s)
      中村 峻(代表者:稲葉 竹俊)
    • Organizer
      日本教育工学会研究会
    • Place of Presentation
      熊本大学
    • Year and Date
      2007-12-14
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
  • [Presentation] Development and Implementation of Adaptive E-learning System2007

    • Author(s)
      Shun Nakamuira, Taketoshi Inaba
    • Organizer
      Research Report of JSET Conferences
    • Place of Presentation
      Kumamoto University
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary

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Published: 2005-04-01   Modified: 2016-04-21  

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