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System using a hierarchical item bank to automatically generate lecture assessment items according to lecture content

Research Project

Project/Area Number 16H03086
Research Category

Grant-in-Aid for Scientific Research (B)

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

Principal Investigator

Akakura Takako  東京理科大学, 工学部情報工学科, 教授 (80212398)

Co-Investigator(Kenkyū-buntansha) 古田 壮宏  奈良教育大学, 教育連携講座, 准教授 (60453825)
Project Period (FY) 2016-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥10,270,000 (Direct Cost: ¥7,900,000、Indirect Cost: ¥2,370,000)
Fiscal Year 2019: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2018: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2017: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2016: ¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Keywords教授学習支援システム / eテスティング / アイテムバンク / 授業評価 / システム開発
Outline of Final Research Achievements

At present, all lectures are assessed uniformly using the same assessment items. This study aimed to develop a support system that enables lecture assessment using items relevant to individual lectures. We analyzed the relationships between abstract items and concrete lecture assessment items, developed a hierarchical item bank that was organized using a Bayesian network, and then developed a model that predicts answers to unused assessment items based on the answers to the assessment items used. For poorly scored items, the system generates sub items for assessment of the next lecture. Experimental implementation of the system indicated that the system is useful for identifying strengths in lectures and areas for improvement.

Academic Significance and Societal Importance of the Research Achievements

これまでの多くの授業評価は、画一的かつ同一項目で実施されており、授業改善に役立つデータが十分に得られなかったという課題に対して、本研究は、講義内容に適応した授業評価ができるシステムの開発を目的とした。方法論として、上位レイヤから下位レイヤの階層を持つアイテムバンクを構築することによって、前回講義までに評価得点の低かった項目については、その項目を細分化した下位レイヤの項目から評価項目を抽出できるようにしたこと、出題していない項目の結果を出題した項目から推定できるようにしたことが特徴である。画一的な授業評価とは一線を画し、今後のFD研究の新しい展開に寄与し、大学の授業改善へ一石を投じるものである。

Report

(5 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (43 results)

All 2020 2019 2018 2017 2016

All Journal Article (19 results) (of which Peer Reviewed: 13 results,  Open Access: 5 results,  Acknowledgement Compliant: 3 results) Presentation (22 results) (of which Int'l Joint Research: 9 results) Book (2 results)

  • [Journal Article] DEVELOPMENT AND EVALUATION OF AN ANSWER PREDICTION SYSTEM USING ADAPTIVE QUESTIONS FOR COURSE EVALUATION ITEMS BASED ON A HIERARCHICAL ITEM BANK2020

    • Author(s)
      S. Nakamura, T. Akakura
    • Journal Title

      INTED2020 Proceedings

      Volume: INTED2020 Pages: 4462-4469

    • DOI

      10.21125/inted.2020.1233

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] eラーニングシステムとVR授業システム視聴中の視線特徴の分析2020

    • Author(s)
      中村修也、卯木輝彦、赤倉貴子
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 119(468) Pages: 29-34

    • Related Report
      2019 Annual Research Report
  • [Journal Article] 教員アバターと受講者のインタラクションを実現させるVR授業配信システムの試作2019

    • Author(s)
      中村修也、卯木輝彦、赤倉貴子
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 119(331) Pages: 43-46

    • Related Report
      2019 Annual Research Report
  • [Journal Article] Practice and Evaluation of a Class Improvement Support System Using a Hierarchical Item Bank in Every Lesson2019

    • Author(s)
      中村修也・藤沢匡哉・赤倉貴子
    • Journal Title

      Journal of JSEE

      Volume: 67 Issue: 1 Pages: 1_69-1_74

    • DOI

      10.4307/jsee.67.1_69

    • NAID

      130007589680

    • ISSN
      1341-2167, 1881-0764
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analysis of Evaluation Factor of Students' Satisfaction Focusing by each Style of Class2018

    • Author(s)
      中村修也,赤倉貴子
    • Journal Title

      Japan Journal of Educational Technology

      Volume: 42 Issue: Suppl. Pages: 165-168

    • DOI

      10.15077/jjet.S42090

    • NAID

      130007546328

    • ISSN
      1349-8290, 2189-6453
    • Year and Date
      2018-12-20
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Analysis of Intellectual Property Law Education at Faculty of Engineering in National University2018

    • Author(s)
      赤倉貴子、中村修也、加藤浩一郎
    • Journal Title

      Japan Journal of Educational Technology

      Volume: 42 Issue: Suppl. Pages: 081-084

    • DOI

      10.15077/jjet.S42045

    • NAID

      130007546287

    • ISSN
      1349-8290, 2189-6453
    • Year and Date
      2018-12-20
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Development and Evaluation of a Class Improvement Support System Using a Hierarchical Item Bank2018

    • Author(s)
      中村修也、赤倉貴子
    • Journal Title

      電子情報通信学会論文誌D 情報・システム

      Volume: J101-D Issue: 6 Pages: 820-829

    • DOI

      10.14923/transinfj.2017LEP0013

    • ISSN
      1880-4535, 1881-0225
    • Year and Date
      2018-06-01
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The Relationship Model of Class Evaluation Question Items to Estimate the Specific Improvements Using the Results of Some Question Items2018

    • Author(s)
      中村修也、赤倉貴子
    • Journal Title

      電子情報通信学会論文誌D 情報・システム

      Volume: J101-D Issue: 5 Pages: 794-798

    • DOI

      10.14923/transinfj.2017JDL8017

    • ISSN
      1880-4535, 1881-0225
    • Year and Date
      2018-05-01
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Topic Analysis of Syllabus for Faculty of Engineering in the Japanese National University2018

    • Author(s)
      Shuya Nakamura, Takako Akakura
    • Journal Title

      Proceedings of 2018 IEEE International Conference on Teaching, Assessment, and Learning for Engineering

      Volume: 1 Pages: 325-328

    • DOI

      10.1109/tale.2018.8615330

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 授業内容の話題に適応的な授業評価項目出題方法の検討2018

    • Author(s)
      中村修也、赤倉貴子
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 118,No.294 Pages: 19-22

    • Related Report
      2018 Annual Research Report
  • [Journal Article] Answer Estimation System Using Random Question of Class Evaluation Items Based on A Hierarchical Item Bank2018

    • Author(s)
      Shuya Nakamura, Takako Akakura
    • Journal Title

      Proceedings of 12th International Technology, Education and Development Conference

      Volume: 1 Pages: 4517-4521

    • DOI

      10.21125/inted.2018.0881

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 授業評価の経時変化を利用し授業評価項目を適応的に出題する方法2017

    • Author(s)
      中村修也,石井隆稔,赤倉貴子
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 117(65) Pages: 55-58

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 階層型アイテムバンクを利用した授業評価項目のランダム出題とその推定方法2017

    • Author(s)
      中村修也,赤倉貴子
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 117(296) Pages: 9-12

    • Related Report
      2017 Annual Research Report
  • [Journal Article] PROPOSAL OF A PROBLEM-SOLVING PROCESS MODEL FOR LEARNING INTELLECTUAL PROPERTY LAW USING FIRST-ORDER PREDICATE LOGIC AND DEVELOPMENT OF A MODEL-BASED LEARNING SUPPORT SYSTEM2017

    • Author(s)
      Takako Akakura, Takatoshi Ishii, Koichiro Kato
    • Journal Title

      Proceedings of 11th International Technology, Education and Development Conference

      Volume: - Pages: 5145-5152

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Development and evaluation of a self-learning support system for Patent Act suited to the current state of intellectual property education in engineering departments2016

    • Author(s)
      Takako Akakura, Takatoshi Ishii
    • Journal Title

      Proceedings of 2016 IEEE International Conference on Teaching, Assessment, and Learning for Engineering

      Volume: - Pages: 122-127

    • DOI

      10.1109/tale.2016.7851781

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A Model and Evaluation Method of Learning Motivation in the Education and Training of Professional Engineers2016

    • Author(s)
      Shuya Nakamura, Takatoshi Ishii, Takako Akakura
    • Journal Title

      Proceedings of 2016 IEEE International Conference on Teaching, Assessment, and Learning for Engineering

      Volume: - Pages: 150-153

    • DOI

      10.1109/tale.2016.7851786

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Framework to Search Better Series of Lecture Improvement2016

    • Author(s)
      Takatoshi Ishii, Takako Akakura
    • Journal Title

      Proceedings of 2016 IEEE International Conference on Teaching, Assessment, and Learning for Engineering

      Volume: - Pages: 128-130

    • DOI

      10.1109/tale.2016.7851782

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Study on the relationship between class evaluations and consistency in remarks based on similarity of university teacher’s remarks and term definitions2016

    • Author(s)
      Shuya Nakamura, Susumu Fujimori, Takako Akakura
    • Journal Title

      Proceedings of the 5th International Congress on Engineering and Information

      Volume: - Pages: 331-338

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 授業の改善点を推定できる階層型アイテムバンクを用いて授業の改善方法を推薦するシステム2016

    • Author(s)
      中村修也、石井隆稔、藤森進、赤倉貴子
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 116(314) Pages: 23-28

    • Related Report
      2016 Annual Research Report
    • Open Access / Acknowledgement Compliant
  • [Presentation] DEVELOPMENT AND EVALUATION OF AN ANSWER PREDICTION SYSTEM USING ADAPTIVE QUESTIONS FOR COURSE EVALUATION ITEMS BASED ON A HIERARCHICAL ITEM BANK2020

    • Author(s)
      S. Nakamura, T. Akakura
    • Organizer
      14th International Technology, Education and Development Conference
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 適応的な授業評価項目出題を用いた授業改善支援システムの設計2020

    • Author(s)
      中村修也、赤倉貴子
    • Organizer
      2020年電子情報通信学会総合大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] LDAを用いた大学シラバスの分析:進路指導に役立つ検索システムの提案と評価2020

    • Author(s)
      富田晟央,小松昌史,加納徹,赤倉貴子
    • Organizer
      2020年電子情報通信学会総合大会学生ポスターセッション
    • Related Report
      2019 Annual Research Report
  • [Presentation] 映像授業とVR授業映像に対する顕著性マップを用いた分析2020

    • Author(s)
      中村修也、卯木輝彦、赤倉貴子
    • Organizer
      日本教育工学会2020年春季全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] シラバスを用いた適応的な授業評価項目群の学科間比較検討2019

    • Author(s)
      中村修也、赤倉貴子
    • Organizer
      日本教育工学会2019年秋季全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 授業内容に適応的な授業評価項目出題方法の検討2019

    • Author(s)
      中村修也,赤倉貴子
    • Organizer
      2019年電子情報通信学会総合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Topic Analysis of Syllabus for Faculty of Engineering in the Japanese National University2018

    • Author(s)
      Shuya Nakamura, Takako Akakura
    • Organizer
      2018 IEEE International Conference on Teaching, Assessment, and Learning for Engineering
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 東京理科大学の学部・学科間シラバス分析2018

    • Author(s)
      中村修也,赤倉貴子
    • Organizer
      2018工学教育研究講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Development of a Teaching Improvement Support System Using a Hierarchical Item Bank2018

    • Author(s)
      Shuya Nakamura, Takako Akakura
    • Organizer
      2018 Research in Equity and Sustained Participation in Engineering, Computing, and Technology (RESPECT'18)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Answer Estimation System Using Random Question of Class Evaluation Items Based on A Hierarchical Item Bank2018

    • Author(s)
      Shuya Nakamura, Takako Akakura
    • Organizer
      12th International Technology, Education and Development Conference(INTED2018)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 授業評価アンケート項目のランダム出題による評価結果推定値の推移に関する検討2018

    • Author(s)
      中村修也,赤倉貴子
    • Organizer
      2018年電子情報通信学会総合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 抽象度を付与した授業評価項目の階層型アイテムバンク構築手法の提案2017

    • Author(s)
      中村修也、石井隆稔、赤倉貴子
    • Organizer
      2017年電子情報通信学会総合大会
    • Place of Presentation
      名城大学天白キャンパス
    • Year and Date
      2017-03-23
    • Related Report
      2016 Annual Research Report
  • [Presentation] PROPOSAL OF A PROBLEM-SOLVING PROCESS MODEL FOR LEARNING INTELLECTUAL PROPERTY LAW USING FIRST-ORDER PREDICATE LOGIC AND DEVELOPMENT OF A MODEL-BASED LEARNING SUPPORT SYSTEM2017

    • Author(s)
      Takako Akakura, Takatoshi Ishii, Koichiro Kato
    • Organizer
      11th International Technology, Education and Development Conference
    • Place of Presentation
      Valencia, Spain
    • Year and Date
      2017-03-06
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 情報系基礎科目における教員の発話のトピック解析2017

    • Author(s)
      中村修也,米谷雄介,赤倉貴子
    • Organizer
      平成29年度工学教育研究講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 授業評価項目の適応的出題における出題項目と推定精度の関係性分析2017

    • Author(s)
      中村修也,石井隆稔,赤倉貴子
    • Organizer
      第16回情報科学技術フォーラム
    • Related Report
      2017 Annual Research Report
  • [Presentation] 抽象度を付与した授業評価項目の階層型アイテムバンク構築手法の推定精度に関する検討2017

    • Author(s)
      中村修也,石井隆稔,赤倉貴子
    • Organizer
      日本教育工学会第33回全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Development and evaluation of a self-learning support system for Patent Act suited to the current state of intellectual property education in engineering departments2016

    • Author(s)
      Takako Akakura, Takatoshi Ishii
    • Organizer
      2016 IEEE International Conference on Teaching, Assessment, and Learning for Engineering
    • Place of Presentation
      Bangkok, Thailand
    • Year and Date
      2016-12-07
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Model and Evaluation Method of Learning Motivation in the Education and Training of Professional Engineers2016

    • Author(s)
      Shuya Nakamura, Takatoshi Ishii, Takako Akakura
    • Organizer
      2016 IEEE International Conference on Teaching, Assessment, and Learning for Engineering
    • Place of Presentation
      Bangkok, Thailand
    • Year and Date
      2016-12-07
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Framework to Search Better Series of Lecture Improvement2016

    • Author(s)
      Takatoshi Ishii, Takako Akakura
    • Organizer
      2016 IEEE International Conference on Teaching, Assessment, and Learning for Engineering
    • Place of Presentation
      Bangkok, Thailand
    • Year and Date
      2016-12-07
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 階層型アイテムバンクの利用による授業評価アンケートの回答結果推定に関する検討2016

    • Author(s)
      中村修也、石井隆稔、藤森進、赤倉貴子
    • Organizer
      日本教育工学会第32回全国大会
    • Place of Presentation
      大阪大学豊中キャンパス
    • Year and Date
      2016-09-19
    • Related Report
      2016 Annual Research Report
  • [Presentation] 授業評価アンケートの回答結果を推定する階層的アイテムバンクの推定精度2016

    • Author(s)
      中村修也、石井隆稔、藤森進、赤倉貴子
    • Organizer
      2016情報科学技術フォーラム
    • Place of Presentation
      富山大学五福キャンパス
    • Year and Date
      2016-09-09
    • Related Report
      2016 Annual Research Report
  • [Presentation] Study on the relationship between class evaluations and consistency in remarks based on similarity of university teacher’s remarks and term definitions2016

    • Author(s)
      Shuya Nakamura, Susumu Fujimori, Takako Akakura
    • Organizer
      5th International Congress on Engineering and Information
    • Place of Presentation
      Osaka, Japan
    • Year and Date
      2016-05-11
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Book] 理工系の基礎 情報工学2018

    • Author(s)
      赤倉 貴子, 浜田 知久馬, 八嶋 弘幸, 太原 育夫, 谷口 行信, 古川 利博
    • Total Pages
      292
    • Publisher
      丸善出版
    • ISBN
      9784621302859
    • Related Report
      2018 Annual Research Report
  • [Book] eラーニング/eテスティング2016

    • Author(s)
      赤倉貴子,柏原昭博
    • Total Pages
      205
    • Publisher
      ミネルヴァ書房
    • Related Report
      2016 Annual Research Report

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Published: 2016-04-21   Modified: 2021-02-19  

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