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Development and evaluation of a ubiquitous learning environment that recommends appropriate images and learning contexts based on learning logs

Research Project

Project/Area Number 21K13651
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 09070:Educational technology-related
Research InstitutionHosei University

Principal Investigator

Hasnine Nehal  法政大学, 情報メディア教育研究センター, 准教授 (30827720)

Project Period (FY) 2021-04-01 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2022: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2021: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywordsユビキタス学習 / 語彙学習 / 学習ログ / 教育ビッグデータ / Image recommendation / Learning context / ユビキタス語彙学習 / MALL / Wordhyve / CALL / 単語学習 / Image Analytics
Outline of Research at the Start

教育分野において、語学学習支援システムで収集することができる、学習ログを利活用することにより、学習者の年齢・性別・言語などに基づいて適切な学習支援を行う研究が注目されてきている。本研究では、語学学習支援システムを用いて収集することができる学習ログを用いて個々の学習者のプロファイル情報や学習内容に応じた適切な画像を推薦するFeature-based Context-specific Appropriate Images(FCA画像)方式と適切な学習ノートを推薦するSmartly-generated Context-specific Learning Notes(SCLノート)の機能を備えた学習支援システムを研究開発する。

Outline of Final Research Achievements

This study used learning logs to recommend appropriate images according to the individual learner's profile information and learning content. Precisely, Smartly-generated Context-specific Learning Notes (SCL notes) and Feature-based Context-specific Appropriate Images(FCA images) are recommended to the language learners by analyzing their previous learning logs. To achieve the research goals, a new next-generation ubiquitous vocabulary learning app called Wordhyve is developed. We released the app on Google play for public use. Using Wordhyve's learning logs, we can recommend FCA images and SCL notes. Therefore, the outcomes of this project are- 1) development of Wordhyve app, 2) release the app on the Google play, 3) development of image analytics inside Wordhyve using AI-based methods, 4) development of recommendation panels for Wordhyve, and 5) supporting both formal and informal vocabulary learning in Wordhyve.

Academic Significance and Societal Importance of the Research Achievements

この研究は、モバイルラーニング、学習ログ分析、ユビキタス学習、外国語語彙学習など研究分野に大きく貢献します。この研究の成果(Wordhyveアプリ)は、次世代のユビキタス語彙学習環境の採用を促進します。 Google Play ストアからWordhyveアプリを無料で使用できるし、外国語(単語やsentence contructionなど)はself-paceで学ぶことができる。この成果は、Society 5.0 言語学習のギャップを埋めるのに役立ちます。関連する科学団体(APSCE、SOLAR、HCIなど)からこの研究について肯定的なフィードバックを受けました。

Report

(4 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Research-status Report
  • 2021 Research-status Report
  • Research Products

    (11 results)

All 2024 2023 2022 2021

All Presentation (11 results) (of which Int'l Joint Research: 6 results,  Invited: 5 results)

  • [Presentation] AIとラーニングアナリティクス2024

    • Author(s)
      Mohammad Nehal Hasnine
    • Organizer
      Research Center for Computing and Multimedia Studies's Symposium, Hosei University
    • Related Report
      2023 Annual Research Report
    • Invited
  • [Presentation] Wordhyve: A MALL Innovation to Support Incidental Vocabulary Learning2023

    • Author(s)
      Mohammad Nehal Hasnine, Junji Wu and Hiroshi Ueda
    • Organizer
      25th International Conference on Human-Computer Interaction
    • Related Report
      2023 Annual Research Report 2022 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Chatbot for Image Recommendation in Mobile Language Learning2023

    • Author(s)
      Mohammad Nehal Hasnine, Huyen T. T. Bui and Hiroshi Ueda
    • Organizer
      31st International Conference on Computers in Education
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Exploring generative AI in learning context generation for language learners: Friend or a foe for Wordhyve?2023

    • Author(s)
      Mohammad Nehal Hasnine
    • Organizer
      14th ARLE conference
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Wordhyve: a DX App for Learning Words using Lifelong Images2022

    • Author(s)
      Mohammad Nehal Hasnine
    • Organizer
      東京農工大学 セミナー
    • Related Report
      2022 Research-status Report
    • Invited
  • [Presentation] Wordhyve:単語学習DXアプリ2022

    • Author(s)
      Mohammad Nehal Hasnine
    • Organizer
      第 3 回 E-learning/Learning Analytics に関するミーティング
    • Related Report
      2022 Research-status Report
    • Invited
  • [Presentation] Wordhyveのご紹介2022

    • Author(s)
      Mohammad Nehal Hasnine
    • Organizer
      教育・学習データの学習分析に関する共同研究
    • Related Report
      2022 Research-status Report
    • Invited
  • [Presentation] Wordhyve: 単語学習DXアプリ2022

    • Author(s)
      Mohammad Nehal Hasnine
    • Organizer
      情報メディア教育研究センターシンポジウム2022 教育におけるデジタル・トランスフォーメーション
    • Related Report
      2021 Research-status Report
    • Invited
  • [Presentation] Development of a Recommendation Panel for Wordhyve Language Learning App2021

    • Author(s)
      Mohammad Nehal Hasnine, Junji Wu, Masatoshi Ishikawa and Hiroshi Ueda
    • Organizer
      Innovation in Language Learning 2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Wordhyve: A Context-aware Language Learning App for Vocabulary Enhancement Through Images and Learning Contexts2021

    • Author(s)
      Mohammad Nehal Hasnine and Junji Wu
    • Organizer
      25th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Broadening Word Learning Scopes in Informal Learning Using Ubiquitous Learning Tools2021

    • Author(s)
      Mohammad Nehal Hasnine, Masatoshi Ishikawa and Hiroshi Ueda
    • Organizer
      7th International Symposium on Educational Technology
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research

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Published: 2021-04-28   Modified: 2025-01-30  

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