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Comprehensive study on agent-based reflection in collaborative learning

Research Project

Project/Area Number 16K00219
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Cognitive science
Research InstitutionRitsumeikan University

Principal Investigator

Hayashi Yugo  立命館大学, 総合心理学部, 准教授 (60437085)

Co-Investigator(Kenkyū-buntansha) 黄 宏軒  国立研究開発法人理化学研究所, 革新知能統合研究センター, 研究員 (00572950)
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2018: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2017: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords協同学習 / 学習支援システム / 対話エージェント / メタ認知 / 説明活動 / リフレクション / インタラクション / コミュニケーション
Outline of Final Research Achievements

This study focused on collaborative learning in dyads knowledge integration activity, and examined how to support self-monitoring using conversational agents. We conducted controlled psychological experiments to investigate the learning models and factors that facilitate learning performance. Through this analysis, we were able to construct a model that identifies the learner's state based on the learner's pair's conversational data and gaze information. Furthermore, we were able to discover the use of multimodal information to facilitate reflection for the learners’ collaborative activity.

Academic Significance and Societal Importance of the Research Achievements

これまでの認知科学の研究では,協同学習における学習者の自己モニタリング活動が重要であることが指摘されてきた.そこで本研究では,対話エージェントの技術を用いてこの活動をファシリテートするための方法や学習者の状態を推定する上で有用とされるモデルを検討することができた.この成果は,教育工学や学習支援システム研究に対して有益な情報を提供するといえる.また,これらの知見はICTを用いた学校教育の場面での導入に役立つことが期待される.

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (16 results)

All 2019 2018 2017 2016 Other

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 1 results,  Acknowledgement Compliant: 1 results) Presentation (11 results) (of which Int'l Joint Research: 9 results) Remarks (2 results)

  • [Journal Article] Multiple Pedagogical Conversational Agents to Support Learner-Learner Collaborative Learning: Effects of Splitting Suggestion Types2018

    • Author(s)
      Hayashi, Y.
    • Journal Title

      Cognitive Systems Research

      Volume: 54 Pages: 246-257

    • DOI

      10.1016/j.cogsys.2018.04.005

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Using embodied pedagogical agents in collaborative learning by knowledge integration: An experimental investigation on instruction and gaze gestures using eye movement analysis2018

    • Author(s)
      林 勇吾
    • Journal Title

      The Transactions of Human Interface Society

      Volume: 20 Issue: 1 Pages: 79-88

    • DOI

      10.11184/his.20.1_79

    • NAID

      130006401339

    • ISSN
      1344-7262, 2186-8271
    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Lexical Network Analysis on an Online Explanation Task: Effects of Affect and Embodiment of a Pedagogical Agent2016

    • Author(s)
      Hayashi, Y.
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E99.D Issue: 6 Pages: 1455-1461

    • DOI

      10.1587/transinf.2015CBP0005

    • NAID

      130005154710

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] A preliminary study on the use of emotional recurrence analysis to identify coordination in collaborative learning2019

    • Author(s)
      Hayashi, Y.
    • Organizer
      24th Annual ACM International Conference on Intelligent User Interfaces (IUI2019)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gaze Feedback and Pedagogical Suggestions in Collaborative Learning: Investigation of Explanation Performance on Self's Concept in a Knowledge Integration Task2018

    • Author(s)
      Hayashi, Y.
    • Organizer
      14th International Conference on Intelligent Tutoring Systems(ITS2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The influence of task activity and the learner’s personal characteristics on self-confidence during an online explanation activity with a conversational agent2018

    • Author(s)
      Hayashi, Y. Takeuchi, Y.
    • Organizer
      11th International Conference on Educational Data Mining(EDM2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Towards a Pedagogical Conversational Agent for Collaborative Learning: A Model Based on Gaze Recurrence and Information Overlap2018

    • Author(s)
      Hayashi, Y.
    • Organizer
      40th Annual Conference of the Cognitive Science Society(CogSci2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Lexical Entrainment Toward Conversational Agents: An Experimental Study on Top-down Processing and Bottom-up Processing2017

    • Author(s)
      Hoshida, M., Tamura, M., Hayashi, Y.
    • Organizer
      4th international conference on Human-Agent Interaction (HAI2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Experimental Investigation on Using Pedagogical Conversational Agents: Effects of Posing Facilitation Prompts in Oral-Based Peer Learning2017

    • Author(s)
      Hayashi, Y.
    • Organizer
      25th International Conference on Computers in Education(ICCE2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] エージェントとの会話におけるトップダウン処理とボトムアップ処理:眼球運動と印象評価に着目した実験的検討2017

    • Author(s)
      星田 雅弘, 田村 昌彦, 林 勇吾
    • Organizer
      日本認知科学会第34回大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 対話エージェントに対する人間の言語選択: 単語の種類と感情状態に着目した実験的検討2017

    • Author(s)
      星田 雅弘, 田村 昌彦, 林 勇吾
    • Organizer
      HAIシンポジウム2017
    • Related Report
      2017 Research-status Report
  • [Presentation] Effects of Deformed Embodied Agent during Collaborative Interaction Tasks: Investigation on Subjective Feelings and Emotion2016

    • Author(s)
      Kitamura, A. Hayashi, Y.
    • Organizer
      4th international conference on Human-Agent Interaction (HAI2016)
    • Place of Presentation
      Singapore
    • Year and Date
      2016-10-04
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Collaborative learning in a knowledge integration task using PCAs: Investigation based on dyad eye movements2016

    • Author(s)
      Hayashi, Y.
    • Organizer
      The International Workshop on Learning Analytics and Educational Data Mining(LAEDM 2016)
    • Place of Presentation
      しいのき迎賓館 (石川県)
    • Year and Date
      2016-09-14
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Coordinating knowledge integration with pedagogical agents: Effects of agent gaze gestures and dyad synchronization2016

    • Author(s)
      Hayashi, Y.
    • Organizer
      13th International Conference on Intelligent Tutoring Systems(ITS2016)
    • Place of Presentation
      Zagreb (Croatia)
    • Year and Date
      2016-06-10
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Remarks] 学術雑誌論文(査読付き)

    • URL

      http://yugohayashi.jp/journals.php

    • Related Report
      2018 Annual Research Report
  • [Remarks] 国際会議論文(査読付き)

    • URL

      http://yugohayashi.jp/conference.php

    • Related Report
      2018 Annual Research Report

URL: 

Published: 2016-04-21   Modified: 2020-03-30  

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