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Study of educational support system by application of adaptive learning theory

Research Project

Project/Area Number 22500897
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Educational technology
Research InstitutionAichi Institute of Technology

Principal Investigator

NAKAGAWA Toshio  愛知工業大学, 経営学部, 教授 (60076544)

Co-Investigator(Kenkyū-buntansha) NAKAMURA Syouji  金城学院大学, 生活環境学部, 教授 (30350953)
MIZUTANI Satoshi  愛知工科大学, 工学部, 助教 (40469060)
Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Fiscal Year 2012: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2011: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2010: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords教授学習支援システム / 教育工学 / e-learning / 確率過程 / 信頼性理論 / 最適履修学生支援方策 / 確率過程モデル / 教育支援 / 対面教育 / 機械学習 / 確率モデル / 最適方策
Research Abstract

In e-learning system, the possibility of dropout passes is pointed out a student by a study subject. In the appropriate meeting guidance to a student, an effective and an efficient education is pointed out one of the education accountability and the accountability for the society. We took it based on maintenance and reliability theory that we have studied for many years, and we have studied the method of the face to face study support to e-learning system. In this study, we apply the adaptive learning method to an understanding process of student by a detailed study history which was available from e-learning system and drive an optimal time of face to face study support by the machine learning system.We published titel of ”Optimal study number of stochastice-learning system” in Int. J. Knowledge and Web Intelligence.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (60 results)

All 2013 2012 2011 2010 2009

All Journal Article (24 results) (of which Peer Reviewed: 23 results) Presentation (31 results) Book (5 results)

  • [Journal Article] Optimal policies for cumulative damagemodels with maintenance last and first2013

    • Author(s)
      X. Zhao, C. Qian, T. Nakagawa, Reliability
    • Journal Title

      Engineering & System Safety

      Volume: Vol.110 Pages: 50-59

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Stochastic modeling of database backup policy for a computer system2013

    • Author(s)
      Nakamura S., Zhao X. and Nakagawa T
    • Journal Title

      J. of Software Engineering and Applications

      Volume: 6 Pages: 53-58

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimal policies for cumulative damage models with maintenance last and first2013

    • Author(s)
      Zhao X., Qian C.H. and Nakagawa T
    • Journal Title

      Reliability Engineering & System Safety

      Volume: 110 Pages: 50-59

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimal maintenance policies for cumulative damage models with random working times2013

    • Author(s)
      Zhao X., Nakamura S. and Nakagawa T
    • Journal Title

      J. of Quality in Maintenance Engineering

      Volume: 19 Pages: 25-37

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimal scheduling of random works with reliability application2012

    • Author(s)
      M.Chen, T. Nakagawa
    • Journal Title

      Asia-Pacific Journal of Operational Research

      Volume: Vol.29

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Optimal tenuring and major collection times for a generational garbage collector2012

    • Author(s)
      X. Zhao, S. Nakamura, T. Nakagawa
    • Journal Title

      Asia-Pacific Journal of Operational Research

      Volume: Vol.29

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Optimization problems of replacement first or last in reliability theory2012

    • Author(s)
      X. Zhao, T.Nakagawa
    • Journal Title

      European Journal of OperationalResearch

      Volume: Vol. 223 Pages: 141-149

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Replacement models for combining additive independent damages2012

    • Author(s)
      X. Zhao, H. Zhang, C. Qian, T. Nakagawa, S. Nakamura
    • Journal Title

      International Journal of PerformabilityEngineering

      Volume: Vol.8 Pages: 91-100

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Optimization problems of a parallel system with a random number of units2012

    • Author(s)
      T. Nakagawa, X. Zhao
    • Journal Title

      IEEE Transactions onReliability

      Volume: Vol.61 Pages: 543-548

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Optimal scheduling of random works with reliability applications2012

    • Author(s)
      Chen M. and Nakagawa T.
    • Journal Title

      Asia-Pacific J. of Operational Research

      Volume: 29

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimization problems of replacement first or last in reliability theory2012

    • Author(s)
      Zhao X. and Nakagawa T
    • Journal Title

      European J. of Operational Research

      Volume: 223 Pages: 141-149

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Replacement models for combining additive independent damages2012

    • Author(s)
      Zhao X., Zhang H., Qian C.H., Nakagawa T. and Nakamura S.
    • Journal Title

      International J. of Performability Engineering

      Volume: 8 Pages: 91-100

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimization problems of a parallel system with a random number of units2012

    • Author(s)
      Nakagawa T, Zhao X
    • Journal Title

      IEEE Tr. on Reliability

      Volume: 61, No.2 Pages: 543-548

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimal tenuring and major collection times for a generational garbage collector2012

    • Author(s)
      Zhao X., Nakamura S. and Nakagawa T
    • Journal Title

      J. of Operational Research

      Volume: 29

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Two Generational garbage collection models with major collection time2011

    • Author(s)
      X. Zhao, S. Nakamura, T. Nakagawa.
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: Vol.E94-A Pages: 1558-1566

    • NAID

      110008107026

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Optimal age replacement and inspection policies with random failure and replacement times2011

    • Author(s)
      T. Nakagawa, X. Zhao, W. Yun
    • Journal Title

      International Journal of Reliability, Quality andSafety Engineering

      Volume: Vol.18 Pages: 405-416

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Note on MTTF ofa parallel system2011

    • Author(s)
      T. Nakagawa, W. Yun
    • Journal Title

      International Journal of Reliability, Quality and Safety Engineering

      Volume: Vol.18 Pages: 1-8

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Two generation garbage collection models with major collection time2011

    • Author(s)
      Xufeng Zhao, Syouji Nakamura, Toshio Nakagawa
    • Journal Title

      IEICE Transactions Fundamentals

      Volume: Vol. E94-A, No. 7 Pages: 1558-1566

    • NAID

      110008107026

    • Related Report
      2012 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Maintenance policies for a random finite interval2011

    • Author(s)
      Satoshi Mizutani, Shinichi Koike, Toshio Nakagawa
    • Journal Title

      Theory, Methods, Applications (MMR2011)

      Pages: 537-543

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimal major garbage collection interval with incremental garbage collection2011

    • Author(s)
      Syouji Nakamura, Keiko Nakayama, Toshio Nakagawa
    • Journal Title

      17^<th> ISSAT International Conference on Reliability and Quality in Design

      Pages: 195-199

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimal replacement policies for damage models with the limit number of shocks2011

    • Author(s)
      Xufeng Zhao, Toshio Nakagawa
    • Journal Title

      International Journal of Reliability and Quality Performance

      Volume: Vol.2, No.1 Pages: 13-20

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Random and age replacement policies2010

    • Author(s)
      Mingchih Chen, Satoshi Mizutani, Toshio Nakagawa
    • Journal Title

      International Journal of Reliability, Quality and Safety Engineering

      Volume: Vol.17, No.1 Pages: 27-39

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimal backward and backup policies in reliability theory2010

    • Author(s)
      Mingchih Chen, Satoshi Mizutani, Toshio Nakagawa
    • Journal Title

      Journal of the Operations Research Society of Japan

      Volume: Vol.53 No.2 Pages: 101-118

    • NAID

      110007641866

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Application of Stochastic Modeling to Study Support Policyin e-learning2009

    • Author(s)
      Syouji NAKAMURA,Keiko NAKAYAMA,Toshio NAKAGAWA
    • Journal Title

      教育工学会研究報告集JSET09-2

      Pages: 65-68

    • Related Report
      2012 Final Research Report
  • [Presentation] 運用費用と偶発故障期間の導入を考慮した二重系期間をもつシステムの最適保全方策2012

    • Author(s)
      水谷聡志、中川覃夫
    • Organizer
      日本OR学会
    • Place of Presentation
      防衛大学校
    • Year and Date
      2012-03-28
    • Related Report
      2011 Annual Research Report
  • [Presentation] A note on replacement overtime2012

    • Author(s)
      趙旭峰、中村正治、中川覃夫
    • Organizer
      日本OR学会
    • Place of Presentation
      東京
    • Year and Date
      2012-03-27
    • Related Report
      2012 Final Research Report
  • [Presentation] 運用費用と偶発故 障期間の導入を考慮した二重系期間をもつ システムの最適保全方策2012

    • Author(s)
      水谷聡志、中川覃夫
    • Organizer
      日本OR学会
    • Place of Presentation
      東京
    • Year and Date
      2012-03-27
    • Related Report
      2012 Final Research Report
  • [Presentation] デイザスリカバリシステムにおける中継バッファ 方式のモデル化2012

    • Author(s)
      木村充位、今泉充啓、中川覃夫
    • Organizer
      日本OR学会
    • Place of Presentation
      東京
    • Year and Date
      2012-03-27
    • Related Report
      2012 Final Research Report
  • [Presentation] A note on inspection first and last.2012

    • Author(s)
      X. Zhao, S. Nakamura, T. Nakagawa.
    • Organizer
      日本オペレーションズ・リサーチ学会秋季全国大会
    • Place of Presentation
      名古屋
    • Related Report
      2012 Annual Research Report
  • [Presentation] デッドロック検出スケジューリングの最適方策2012

    • Author(s)
      中村正治,荒深美和子,中川覃夫
    • Organizer
      日本オペレーションズ・リサーチ学会秋季全国大会
    • Place of Presentation
      名古屋
    • Related Report
      2012 Annual Research Report
  • [Presentation] Stochastic Applications for e-Learning System2012

    • Author(s)
      Syouji Nakamura, Keiko Nakayama, Toshio Nakagawa.
    • Organizer
      KES IDT/IIMSS 2012
    • Place of Presentation
      岐阜
    • Related Report
      2012 Annual Research Report
  • [Presentation] Optimal times of deadlock detection schedule2012

    • Author(s)
      S.Nakamura,X.Zhao,T.Nakagawa
    • Organizer
      18th ISSAT International Confrence Rliability and Quality in Design
    • Place of Presentation
      Boston,USA
    • Related Report
      2012 Annual Research Report
  • [Presentation] Cumulative damage models with replacement last2012

    • Author(s)
      X. Zhao, C. Qian, S. Nakamura, T. Nakagawa
    • Organizer
      The 2012 International Conference on Computer Science and Service System
    • Place of Presentation
      Nanjing, China
    • Related Report
      2012 Annual Research Report
  • [Presentation] 信頼性理 論のおける Replacement Last のモデル化と最 適化2011

    • Author(s)
      趙旭峰、中村正治、中川覃夫
    • Organizer
      電子情報通信学会
    • Place of Presentation
      九州 大
    • Year and Date
      2011-10-21
    • Related Report
      2012 Final Research Report
  • [Presentation] Modeling and optimization of replacement last in reliability theory2011

    • Author(s)
      趙旭峰、中村正治、中川覃夫
    • Organizer
      電子情報通信学会
    • Place of Presentation
      九州大学
    • Year and Date
      2011-10-21
    • Related Report
      2011 Annual Research Report
  • [Presentation] Optimization problems of a parallel system with random number of units2011

    • Author(s)
      中川覃夫、趙旭峰
    • Organizer
      日本OR学会
    • Place of Presentation
      甲南大
    • Year and Date
      2011-09-15
    • Related Report
      2012 Final Research Report
  • [Presentation] 二重系運用期間を もつ最適取替方策の拡張モデル2011

    • Author(s)
      水谷聡志、中川覃夫
    • Organizer
      日本OR学会
    • Place of Presentation
      甲南大
    • Year and Date
      2011-09-15
    • Related Report
      2012 Final Research Report
  • [Presentation] Optimization problems of a parallel system with random number of units2011

    • Author(s)
      中川覃夫、趙旭峰
    • Organizer
      日本OR学会
    • Place of Presentation
      甲南大学
    • Year and Date
      2011-09-15
    • Related Report
      2011 Annual Research Report
  • [Presentation] Optimal age replacement and inspection policies with random failure and replacement times2011

    • Author(s)
      Xufeng Zhao, Toshio Nakagawa
    • Organizer
      17^<th> ISSAT International Conference
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      2011-08-05
    • Related Report
      2011 Annual Research Report
  • [Presentation] Optimal major garbage collection interval with incremental garbage collection2011

    • Author(s)
      Syouji Nakamura, Keiko Nakayama, Toshio Nakagawa
    • Organizer
      ISSAT International Conference on Reliabilityand Quality in Design
    • Place of Presentation
      Vancouver,Canada
    • Year and Date
      2011-08-04
    • Related Report
      2012 Final Research Report
  • [Presentation] Optimal age replacement and inspection policies with random failure and replacement times", 12011

    • Author(s)
      Xufeng Zhao, Toshio Nakagawa
    • Organizer
      7th ISSAT International Conference on Reliabilityand Quality in Design
    • Place of Presentation
      Vancouver,Canada
    • Year and Date
      2011-08-04
    • Related Report
      2012 Final Research Report
  • [Presentation] Two generation garbage collection models with major collection time2011

    • Author(s)
      Xufeng Zhao, Syouji Nakamura, Toshio Nakagawa
    • Organizer
      電子情報通信学会
    • Year and Date
      2011-07-29
    • Related Report
      2012 Final Research Report
  • [Presentation] インク リメンタルガーベジコレクションの最適方策2011

    • Author(s)
      中村正治、趙旭峰、中川覃夫
    • Organizer
      電子情報通信学会
    • Year and Date
      2011-07-29
    • Related Report
      2012 Final Research Report
  • [Presentation] Optimal maintenance of aircraft2011

    • Author(s)
      Kodo Ito, Toshio Nakagawa
    • Organizer
      The 7th International Conferences on "Mathematical Methods in Reliability ": Theory, Methods, Applications (MMR2011)
    • Place of Presentation
      Beijing, China
    • Year and Date
      2011-06-07
    • Related Report
      2012 Final Research Report
  • [Presentation] Reliability consideration of a replication with limited number of journaling files", The 7th International Conferences on2011

    • Author(s)
      Mitsutaka Kimura, Mitsuhiro Imaizumi, Toshio Nakagawa
    • Organizer
      Mathematical Methods in Reliability": Theory,Methods, Applications (MMR 2011)
    • Place of Presentation
      Beijing, China
    • Year and Date
      2011-06-07
    • Related Report
      2012 Final Research Report
  • [Presentation] Studies on optimal collection time for a generational garbagecollector.2010

    • Author(s)
      X. Zhao, T. Nakagawa, S. Nakamura.
    • Organizer
      4th Asia-Pacific International Symposium,Advanced Reliability Modeling IV
    • Place of Presentation
      Wellington, New Zealand
    • Year and Date
      2010-12-02
    • Related Report
      2012 Final Research Report
  • [Presentation] Optimal maintenance policies for cumulative damage models with random working times.2010

    • Author(s)
      X. Zhao, T. Nakagawa, K. Iwata.
    • Organizer
      4th Asia-Pacific International Symposium, Advanced Reliability Modeling IV
    • Place of Presentation
      Wellington, New Zealand
    • Year and Date
      2010-12-02
    • Related Report
      2012 Final Research Report
  • [Presentation] Two generational garbage collection models with major collection time.2010

    • Author(s)
      X. Zhao, S. Nakamura, T. Nakagawa,.
    • Organizer
      電子情報通信学会
    • Place of Presentation
      鹿児島
    • Year and Date
      2010-10-29
    • Related Report
      2012 Final Research Report
  • [Presentation] Optimal replacement policies for damage models with the limit number of shocks2010

    • Author(s)
      X. Zhao, T. Nakagawa, S. Nakamura.
    • Organizer
      日本 OR 学会
    • Place of Presentation
      福島
    • Year and Date
      2010-09-16
    • Related Report
      2012 Final Research Report
  • [Presentation] Optimal replacement policies for continuous models",20112010

    • Author(s)
      趙旭峰、中村正治、中川覃夫、2
    • Organizer
      日本OR学会
    • Place of Presentation
      甲南大
    • Year and Date
      2010-09-15
    • Related Report
      2012 Final Research Report
  • [Presentation] Stochastic models for optimal garbage collections policies2010

    • Author(s)
      X. Zhao, S. Nakamura, T. Nakagawa.
    • Organizer
      電子情報通信学会
    • Place of Presentation
      山形
    • Year and Date
      2010-07-23
    • Related Report
      2012 Final Research Report
  • [Presentation] Optimal policies for random and periodic garbage collections with tenuring threshold.2010

    • Author(s)
      X. Zhao, S. Nakamura, T. Nakagawa.
    • Organizer
      The Second International Conference on Advanced Computer Science and Information Technology, Communications in Computer and Information Science
    • Place of Presentation
      Miyazaki, Japan
    • Year and Date
      2010-06-23
    • Related Report
      2012 Final Research Report
  • [Presentation] Optimal policies for a generational garbage collector with tenuring threshold.2010

    • Author(s)
      X. Zhao, S. Nakamura, C. Qian.
    • Organizer
      The Ninth International Symposium on Operations Research and Its Applications
    • Place of Presentation
      Chengdu, China
    • Year and Date
      2010-06-17
    • Related Report
      2012 Final Research Report
  • [Presentation] Three kinds of replacement models combined with additive and independent damages.2010

    • Author(s)
      X. Zhao, M. Chen, T. Nakagawa.
    • Organizer
      The Ninth International Symposium on Operations Research and Its Applications
    • Place of Presentation
      Chengdu, China
    • Year and Date
      2010-06-17
    • Related Report
      2012 Final Research Report
  • [Presentation] 世代管理ガーベージコレクションの数理解析2010

    • Author(s)
      趙旭峰、中村正治、中川覃夫
    • Organizer
      日本オペレーションズ・リサーチ学会
    • Place of Presentation
      福島県こらっせ福島
    • Related Report
      2010 Annual Research Report
  • [Book] Stochastic Reliability and Maintenance Modeling2013

    • Author(s)
      Dohi T. and Nakagawa T. (Eds)
    • Total Pages
      350
    • Publisher
      Springer, London
    • Related Report
      2012 Annual Research Report
  • [Book] Application toReliability Theory".2011

    • Author(s)
      Stochastic Processes with
    • Publisher
      T. Nakagawa, p.261Springer-Verlag, London
    • Related Report
      2012 Final Research Report
  • [Book] Stochastic Processes with Applications to Reliability Theory2011

    • Author(s)
      Toshio Nakagawa
    • Total Pages
      300
    • Publisher
      Springer-Verlag, London
    • Related Report
      2011 Annual Research Report
  • [Book] 経済学周辺の確率過程と教育2011

    • Author(s)
      中山恵子編著, 中川覃夫
    • Total Pages
      133
    • Publisher
      中京大学経済学部付属経済研究所
    • Related Report
      2010 Annual Research Report
  • [Book] 経済学周辺の確率過程と教育2010

    • Author(s)
      中山惠子,中川覃夫,中村 正治,児島完二
    • Publisher
      勁草書房
    • Related Report
      2012 Final Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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