Plagiarism detection based on Singular Value Decomposition

被引:0
|
作者
Ceska, Zdenek [1 ]
机构
[1] Univ W Bohemia, Dept Comp Sci & Engn, Fac Sci Appl, Plzen 30614, Czech Republic
关键词
plagiarism; copy detection; natural language processing; phrases; n-grams; Singular Value Decomposition; latent semantic analysis;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Plagiarism is a widely spread problem that is the main focus of interest these days. In this paper, we propose a new method solving associations of phrases contained in text documents. This method, called SVDPlag, employs Singular Value Decomposition (SVD) for this purpose. Further, we discuss other approaches to plagiarism detection and compare them with our method. To examine the efficiency of plagiarism detection methods, we used an experimental corpus of 950 text documents about politics, which were created from the standard CTK corpus. The experiments indicate that our approach significantly improves the accuracy of plagiarism detection and overcomes other methods.
引用
收藏
页码:108 / 119
页数:12
相关论文
共 50 条
  • [1] Detection of Resampling Based on Singular Value Decomposition
    Wang, Ran
    Ping, Xijian
    PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON IMAGE AND GRAPHICS (ICIG 2009), 2009, : 879 - 884
  • [2] Saliency detection based on singular value decomposition
    Ma, Xiaolong
    Xie, Xudong
    Lam, Kin-Man
    Hu, Jianming
    Zhong, Yisheng
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2015, 32 : 95 - 106
  • [3] Image Fakery Detection Based on Singular Value Decomposition
    Liliana, Dewi Yanti
    Basaruddin, T.
    MAKARA JOURNAL OF SCIENCE, 2009, 13 (02) : 180 - 184
  • [4] Detection of Shot boundary Based Singular Value Decomposition
    Wu ShuLei
    Chen HuanDong
    Gui ZhanJi
    Yu Xianchuan
    Luo Ye
    2008 2ND INTERNATIONAL CONFERENCE ON ANTI-COUNTERFEITING, SECURITY AND IDENTIFICATION, 2008, : 260 - +
  • [5] Singular value decomposition and metamorphic detection
    Jidigam, Ranjith Kumar
    Austin, Thomas H.
    Stamp, Mark
    JOURNAL OF COMPUTER VIROLOGY AND HACKING TECHNIQUES, 2015, 11 (04) : 203 - 216
  • [6] Singular Value Decomposition-Based Alternative Splicing Detection
    Hu, Jianhua
    He, Xuming
    Cote, Gilbert J.
    Krahe, Ralf
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2009, 104 (487) : 944 - 953
  • [7] Detection of transient signal based on adaptive singular value decomposition
    Xu, Yan-Kai
    Shuang, Kai
    Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2014, 36 (03): : 583 - 588
  • [8] Wavelet based corner detection using singular value decomposition
    Quddus, A
    Gabbouj, M
    2000 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS, VOLS I-VI, 2000, : 2227 - 2230
  • [9] Detection of resampling based on texture complexity and singular value decomposition
    Wang, Ran
    Ping, Xijian
    Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2010, 22 (09): : 1606 - 1612
  • [10] Defect detection based on singular value decomposition and histogram thresholding
    Xuan Tuyen Tran
    Tran Hiep Dinh
    Ha Vu Le
    Zhu, Qiuchen
    Ha, Quang
    2020 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS (AIM), 2020, : 1149 - 1154