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Development of a Plagiarisms Detecting System for Programming Courses based on the Programming Style Model

Research Project

Project/Area Number 21500140
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionKobe University

Principal Investigator

MURAO Hajime  神戸大学, 大学院・国際文化学研究科, 准教授 (70273761)

Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2010: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2009: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords学習と知識獲得 / 隠れマルコフモデル / リファクタリング / 機械学習 / ソフトコンピューティング / 教育工学 / 人工知能 / ソフトウェア再利用 / プログラミング支援
Research Abstract

In this study, we have developed a prototype system to detect source-code plagiarisms in programming courses. The system firstly constructs "programming style models" for each of students from "expression feature" of source-codes, such as a number of spaces after some specific characters like comma, the location of new-lines around braces, etc. Then, whenever a student submits a new source-code, the system uses the student's style model to validate if the source-code has been actually written by the student. We have tested the system in our laboratory and observed quite fair result over 80% of correct classification.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (20 results)

All 2012 2011 2010 2009

All Journal Article (17 results) (of which Peer Reviewed: 16 results) Presentation (3 results)

  • [Journal Article] A Study on Human Behavior Recognition using Discrete HMM and Continuous HMM2012

    • Author(s)
      Yancong Su, Hajime Murao
    • Journal Title

      ICIC Express Letters

      Volume: 6巻3号 Pages: 791-796

    • NAID

      120005306783

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] A study on Human Behavior Recognition using Discrete HMM and Continuous HMM2012

    • Author(s)
      Yancong Su, Hajime Murao
    • Journal Title

      ICIC Express Letters

      Volume: 6・3 Pages: 791-796

    • NAID

      120005306783

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Adaptive Co-construction of State and Action Spaces in Reinforcement Learning2011

    • Author(s)
      Masato Nagayoshi, Hajime Murao, Hisashi Tamaki
    • Journal Title

      Proc. of the 16^<th> Int. Symp. on Artificial Life and Robotics

      Pages: 589-592

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] A two-step in-class source code plagiarism detection method utilizing im-proved cm algorithm and sim2011

    • Author(s)
      Asako Ohno, Hajime Murao
    • Journal Title

      Int. J. of ICIC

      Volume: 7巻8号 Pages: 4729-4739

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] 連続行動空間への適用を考慮したSwitching強化学習2011

    • Author(s)
      永吉雅人, 村尾元, 玉置久
    • Journal Title

      電気学会論文誌C

      Volume: 131巻5号 Pages: 976-982

    • NAID

      10030526126

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] A two-step m-class source code plagiarism detection method utilizing improved cm algorithm and sim2011

    • Author(s)
      Asako Ohno, Hajime Murao
    • Journal Title

      Int J.of Innovative Computing, Information and Control

      Volume: 7・8 Pages: 4729-4739

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Adaptive Co-construction of State and Action Spaces in Reinforcement Learning2011

    • Author(s)
      Masato Nagayoshi, Hajime Murao, Hisashi Tamaki
    • Journal Title

      In Proc.of the 16th Int.Symp.on Artificial Life and Robotics

      Pages: 589-592

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fundamental study of clustering images generated from customer trajectory by using self-organizing maps2010

    • Author(s)
      Asako Ohno, Tsutomu Inamoto, Hajime Murao
    • Journal Title

      ICIC Express Letters

      Volume: 4巻5B号 Pages: 1979-1984

    • Related Report
      2011 Final Research Report 2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Estimating energy expenditure of mobile device users using HMM2010

    • Author(s)
      Yancong Su, Hajime Murao
    • Journal Title

      Proc. of the 2nd Int. Conf. on Intelligent Computing and Intelligent Systems

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] An author identification of in-class source codes by using the forward-backward coding models2010

    • Author(s)
      Asako Ohno, Hajime Murao
    • Journal Title

      Proc. of the 5^<th> Int. Conf. on ICIC

    • NAID

      40018778455

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Work in progress-a novel methodology to reduce instructors' and students' psychological burdens in source code plagiarism detection2010

    • Author(s)
      Asako Ohno, Hajime Murao
    • Journal Title

      Proc. of the 40^<th> Annual Frontiers in Education Conference

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Estimating energy expenditure of mobile device users using HMM2010

    • Author(s)
      Yancong Su, Hajime Murao
    • Journal Title

      Proc.of the 2nd Int.Conf.on Intelligent Computing and Intelligent Systems

      Volume: (CD-Paper)

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An author identification of in-class source codes by using the forward-backward coding models2010

    • Author(s)
      Asako Ohno, Hajime Murao
    • Journal Title

      Proc.of the Fifth Int.Conf.on Innovative Computing, Information and Control

      Volume: (CD-Paper)

    • NAID

      40018778455

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Work in progress-a novel methodology to reduce instructors' and students psychological burdens in source code plagiarism detection2010

    • Author(s)
      Asako Ohno, Hajime Murao
    • Journal Title

      Proc.of the 40th Annual Frontiers in Education Conference

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A new similarity measure for in-class source code plagiarism detection2009

    • Author(s)
      Asako Ohno, Hajime Murao
    • Journal Title

      Int. J. of ICIC

      Volume: 5巻11B号 Pages: 4237-4247

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Modeling and quantification of superficial features extracted from source codes : In consideration of fluctuation of description among learning data2009

    • Author(s)
      Asako Ohno, Hajime Murao
    • Journal Title

      Proc. of the 4^<th> Int. Conf. on ICIC

    • Related Report
      2011 Final Research Report
  • [Journal Article] A new similarity measure for in-class source code plagiarism detection2009

    • Author(s)
      Asako Ohno, Hajime Murao
    • Journal Title

      International Journal of Innovative Computing, Informa-tion and Control 5-11B

      Pages: 4237-4247

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] 携帯端末ユーザのエネルギー消費量推定へのHMMの適用2010

    • Author(s)
      蘇彦聡, 筒井智子, 村尾元
    • Organizer
      第37回知能システムシンポジウム
    • Place of Presentation
      横浜/日本
    • Year and Date
      2010-03-16
    • Related Report
      2011 Final Research Report
  • [Presentation] 携帯端末ユーザのエネルギー消費量推定へのHMMの適用2010

    • Author(s)
      蘇彦聡, 筒井智子, 村尾元
    • Organizer
      第37回知能システムシンポジウム
    • Place of Presentation
      横浜国立大学(神奈川県)
    • Related Report
      2009 Annual Research Report
  • [Presentation] Modeling and quantification of superficial features extracted from source codes : In consideration of fluctuation of descrivtion amone learning data2009

    • Author(s)
      Asako Ohno, Hajime Murao
    • Organizer
      Proc. of the Fourth Int. Conf. on Innovative Computing, Information and Control
    • Place of Presentation
      Kaohsiung(高雄, 台湾)
    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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