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Data Analysis Environment for Fostering Analytical Skills

Research Project

Project/Area Number 16K12563
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Learning support system
Research InstitutionKansai University

Principal Investigator

Kojiri Tomoko  関西大学, システム理工学部, 准教授 (40362298)

Co-Investigator(Kenkyū-buntansha) 瀬田 和久  大阪府立大学, 人間社会システム科学研究科, 教授 (50304051)
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2016: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywordsアナリティカルスキル / データ分析 / データ整理 / 学習支援システム / 視線情報 / 知識発見 / 可視化 / 意図理解 / 試行錯誤環境 / センサ・デバイス / 統計処理 / 学習支援
Outline of Final Research Achievements

Analytical skills are the ability to properly analyze data and to extract and exploit useful findings. Such practical skills are acquired for specific data while repeating a series of analysis processes through trial and error.
The objective of this research is to propose the analysis methods that are appropriate for the target data, which is effective for fostering analytical skills, and establish their support environments.
This research focuses on implicit knowledge as target to derive, such as sensitivity, meta-cognition, and usage of English words. Our research 1) proposed environment where data can be analyzed by trial and error, and 2) constructed a system with support functions to promote better trial and error. Through the evaluation experiment using the constructed systems, we clarified the effectiveness of the analysis method and the support method.

Academic Significance and Societal Importance of the Research Achievements

従来はProject-Based Learning (PBL)や現場での実践をとおして経験的に獲得されてきたアナリティカルスキルに対し,その習得過程を明らかにしたうえでより良い支援方法を提案しようとする点は,過去にみられない独創的な試みである.本研究課題では,メタ認知や感性などの暗黙知の導出を目的としたデータ分析を提案しており,データマイニングや機械学習だけでは対応できない,より高度な情報処理ができるデータアナリストを効率的に育成することが可能になる.

Report

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

    (28 results)

All 2019 2018 2017 2016

All Journal Article (6 results) (of which Peer Reviewed: 6 results,  Acknowledgement Compliant: 1 results) Presentation (22 results) (of which Int'l Joint Research: 7 results)

  • [Journal Article] Plot-creation Support with Plot-construction Model for Writing Novels2018

    • Author(s)
      2.Atsushi ASHIDA and Tomoko KOJIRI
    • Journal Title

      Journal of Information and Telecommunication

      Volume: Vol.3, No.1 Pages: 57-73

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Historical Event-Based Story Creation Support System for Fostering Historical Thinking Skill2017

    • Author(s)
      Yuta Miki, Tomoko Kojiri
    • Journal Title

      Transactions on Engineering Technologies

      Volume: 1 Pages: 367-382

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Accessible Multimodal-interaction Platform for Computer-supported Collaborative Learning System2017

    • Author(s)
      Yuki Hayashi, Aoi Sugimoto, and Kazuhisa Seta
    • Journal Title

      Proc. of 11th International Conference on Ubiquitous Information Management and Communication

      Volume: 82

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Contents Organization Support for Logical Presentation Flow2016

    • Author(s)
      Tomoko Kojiri, Yuta Watanabe
    • Journal Title

      Workshop Proceedings of the 14th Pacific Rim International Conference on Artificial Intelligence

      Volume: - Pages: 145-156

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Ontology-based Systemization Approach to Capture Meta-level Thinking Processes from Gaze Behaviors2016

    • Author(s)
      Yuki Hayashi, Kazuhisa Seta and Mitsuru Ikeda
    • Journal Title

      Proc. of The 24th International Conference on Computers in Education

      Volume: - Pages: 70-75

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Gaze-aware Thinking Training Environment to Analyze Internal Self-conversation Process2016

    • Author(s)
      Yuki Hayashi, Kazuhisa Seta, Mitsuru Ikeda
    • Journal Title

      Proc. of 18th International Conference on Human-Computer Interaction

      Volume: II Pages: 115-125

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Presentation] 省察的思考と研究資料作成の往還による自己内対話支援システム2019

    • Author(s)
      松岡知希, 林佑樹, 瀬田和久
    • Organizer
      教育システム情報学会 2018年度特集論文研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Generalization-based Learning Support System for Understanding Way to Use English Words2018

    • Author(s)
      Tomoko KOJIRI, Takushi YAMADA
    • Organizer
      International Conference on Computers in Education
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Reading Support System of Based on Hierarchical Contents Map2018

    • Author(s)
      Tomoko KOJIRI, Kouta NISHIMURA
    • Organizer
      International Interdisciplinary Symposium on Reading Experience & Analysis of Documents
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Understanding Support System for Kansei of Teacher in Fashion Domain2018

    • Author(s)
      Nozomu FUKUMURA, Tomoko KOJIRI
    • Organizer
      World Conference on Educational Multimedia, Hypermedia & Telecommunications
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Question-based Idea Generation System for Writing Novels2018

    • Author(s)
      Atsushi ASHIDA, Tomoko KOJIRI
    • Organizer
      International Symposium on Educational Technology
    • Related Report
      2018 Annual Research Report
  • [Presentation] 推論能力育成のための試行錯誤的な解法マップ作成環境の構築2018

    • Author(s)
      塩谷賢司,小尻智子,徳竹圭太郎
    • Organizer
      情報処理学会第80回全国大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 英単語の意味理解のため用例抽象化支援2018

    • Author(s)
      山田拓史, 小尻智子
    • Organizer
      第8回知識共創フォーラム
    • Related Report
      2017 Research-status Report
  • [Presentation] 感性洗練のための嗜好整理と嗜好発見支援システム ~ 写真を対象として ~2018

    • Author(s)
      上坂誠信,小尻智子
    • Organizer
      電子情報通信学会教育工学研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 視線情報を活用したメタ認知的学びの長期実践2018

    • Author(s)
      荻野了, 林佑樹, 瀬田和久
    • Organizer
      教育システム情報学会特集論文研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 自作文章と視線情報に基づくメタ認知的推察活動の実践2018

    • Author(s)
      荻野了, 林佑樹, 瀬田和久
    • Organizer
      第8回知識共創フォーラム
    • Related Report
      2017 Research-status Report
  • [Presentation] Nonverbal Behavior Analysis for Job Interview Training Support System2017

    • Author(s)
      Tomoko KOJIRI, Nanaho GODA, Keitaro ISHIHARA
    • Organizer
      The 6th Asian Conference on Information Systems
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] How We Improve Sense of Beauty? Kansei Improvement Process and Its Support System2017

    • Author(s)
      Tomoko KOJIRI and Yoshihiro ADACHI
    • Organizer
      19th International Conference on Human-Computer Interaction, Human Interface and the Management of Information 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Plot-Creation Support System for Writing Novels2017

    • Author(s)
      Atsushi ASHIDA and Tomoko KOJIRI
    • Organizer
      5th International Conference on Computer Science, Applied Mathematics and Applications
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 用例の抽象化に基づいた英単語学習支援システム2017

    • Author(s)
      山田拓史, 小尻智子
    • Organizer
      教育システム情報学会第42回全国大会
    • Related Report
      2017 Research-status Report
  • [Presentation] Enhancing Metacognitive Inference Activities Using Eye-movements on One’s Academic Paper2017

    • Author(s)
      Ryo Ogino, Yuki Hayashi, and Kazuhisa Seta
    • Organizer
      The 10th Workshop on Technology Enhanced Learning by Posing/Solving Problems/Questions in conjunction with 25th International Conference on Computers in Education (ICCE)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 非言語情報の特徴分析に基づいた就職面接練習支援システム2017

    • Author(s)
      合田七穂,石原圭太郎,小尻智子
    • Organizer
      電子情報通信学会教育工学研究会
    • Place of Presentation
      新居浜工業高等専門学校(愛媛)
    • Related Report
      2016 Research-status Report
  • [Presentation] 芸術活動支援のための美的感性洗練支援システム2017

    • Author(s)
      足立祥啓,小尻智子
    • Organizer
      電子情報通信学会教育工学研究会
    • Place of Presentation
      新居浜工業高等専門学校(愛媛)
    • Related Report
      2016 Research-status Report
  • [Presentation] 特別支援教育実践者と情報技術者の知識共創モデルの構築と実践に向けて2017

    • Author(s)
      谷口博紀,林佑樹,瀬田和久,小川修史
    • Organizer
      第7回知識共創フォーラム
    • Place of Presentation
      大阪府立大学(大阪)
    • Related Report
      2016 Research-status Report
  • [Presentation] 自作論文を対象とした視線情報に基づく思考モニタリング活動の活性化に向けて2016

    • Author(s)
      荻野了,林佑樹,瀬田和久
    • Organizer
      教育システム情報学会全国大会
    • Place of Presentation
      帝京大学(栃木)
    • Year and Date
      2016-08-29
    • Related Report
      2016 Research-status Report
  • [Presentation] 視線情報に着目した思考プロセス分析ツールの開発2016

    • Author(s)
      林佑樹,瀬田和久,池田満
    • Organizer
      第30回人工知能学会全国大会
    • Place of Presentation
      北九州国際会議場(福岡)
    • Year and Date
      2016-06-06
    • Related Report
      2016 Research-status Report
  • [Presentation] 視線情報を活用した主体的学びのデザインに向けて -メタ認知モニタリング方略への気づきの活性化-2016

    • Author(s)
      荻野了,林佑樹,瀬田和久
    • Organizer
      電子情報通信学会教育工学研究会
    • Place of Presentation
      プラザ ヴェルデ(静岡
    • Related Report
      2016 Research-status Report
  • [Presentation] 視線行為とメタ認知的思考プロセスに関するオントロジー構築の試み2016

    • Author(s)
      林佑樹,瀬田和久,池田満
    • Organizer
      人工知能学会 第77回 先進的学習科学と工学研究会
    • Place of Presentation
      広島市立大(広島)
    • Related Report
      2016 Research-status Report

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

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