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Development of a Plagiarisms Detecting System for Reporting Assignments based on the Style Model

Research Project

Project/Area Number 25330408
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Learning support system
Research InstitutionKobe University

Principal Investigator

Murao Hajime  神戸大学, 国際文化学研究科, 教授 (70273761)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords盗用発見 / 機械学習 / 教育支援 / 教育工学 / 人工知能
Outline of Final Research Achievements

In this study, we have developed a prototype system to detect plagiarisms in reporting assignments. The system firstly train a Hidden Markov Model (HMM) for each of students from "expression feature" of submitted reports, such as a number of punctuations, the location of new-lines, etc. We call the trained HMM a "style model". Then, whenever a student submits a new report, the system uses the student’s style model to validate if the report has been actually written by the student. We have tested the system in our laboratory and observed quite fair result around 70% of correct classification.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (7 results)

All 2016 2015 2014

All Journal Article (6 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 6 results,  Acknowledgement Compliant: 3 results,  Open Access: 2 results) Presentation (1 results)

  • [Journal Article] Hedgehog: Team formation system learning performance of team2016

    • Author(s)
      Shuhei Miyake and Hajime Murao
    • Journal Title

      ICIC Express Letters

      Volume: 10(4) Pages: 865-870

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Evaluating city personality from geo-tagged sns messages2015

    • Author(s)
      Hajime Murao
    • Journal Title

      ICIC Express Letters

      Volume: 9(3) Pages: 729-735

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Personality estimation from sns messages and its application to evaluating a city personality.2014

    • Author(s)
      Hajime Murao
    • Journal Title

      Procedia Technology

      Volume: 18 Pages: 72-79

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] An entropy-guided adaptive co-construction method of state and action spaces in reinforcement learning2014

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

      Lecture Notes in Computer Science

      Volume: 8834 Pages: 119-126

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Short study on complexity and feasibility of deterministic epidemiological models to track knowledge propagation in scientific publications2014

    • Author(s)
      D. Moritz Marutschke and Hajime Murao
    • Journal Title

      ICIC Express Letters

      Volume: 8(4) Pages: 1081-1088

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Extracting feature values from human gait by using lpc cepstrum analysis for attribute recognition2014

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

      ICIC Express Letters

      Volume: 8(3) Pages: 815-820

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Personality estimation from sns messages and its application to evaluate city personality2014

    • Author(s)
      Hajime Murao
    • Organizer
      the 4th International Workshop for Innovations in Information and Communication Science and Technology
    • Place of Presentation
      Polish-Japanese Institute of Information Technology, Warsaw, Poland
    • Year and Date
      2014-09-03 – 2014-09-05
    • Related Report
      2014 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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