In-Depth Analysis of Ransom Note Files

被引:2
|
作者
Lemmou, Yassine [1 ]
Lanet, Jean-Louis [2 ]
Souidi, El Mamoun [1 ]
机构
[1] Mohammed V Univ Rabat, Fac Sci, LabMIASI BP, BP 1014 RP, Rabat 10000, Morocco
[2] INRIA, LHS PEC, F-35042 Rennes, France
关键词
ransomware; ransom note file; detection; identification; Latent Semantic Analysis; Machine Learning;
D O I
10.3390/computers10110145
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
During recent years, many papers have been published on ransomware, but to the best of our knowledge, no previous academic studies have been conducted on ransom note files. In this paper, we present the results of a depth study on filenames and the content of ransom files. We propose a prototype to identify the ransom files. Then we explore how the filenames and the content of these files can minimize the risk of ransomware encryption of some specified ransomware or increase the effectiveness of some ransomware detection tools. To achieve these objectives, two approaches are discussed in this paper. The first uses Latent Semantic Analysis (LSA) to check similarities between the contents of files. The second uses some Machine Learning models to classify the filenames into two classes-ransom filenames and benign filenames.
引用
收藏
页数:25
相关论文
共 50 条
  • [31] SURFACE AND IN-DEPTH ANALYSIS OF GLASS AND CERAMICS
    PANTANO, CG
    AMERICAN CERAMIC SOCIETY BULLETIN, 1981, 60 (11): : 1154 - &
  • [32] AN IN-DEPTH ANALYSIS OF THE PEDIATRIC URINARY PROTEOME
    Froehlich, John W.
    Vaezzadeh, Ali R.
    Kirchner, Marc
    Briscoe, Andrew C.
    Hofmann, Oliver
    Hide, Winston
    Steen, Hanno
    Lee, Richard S.
    JOURNAL OF UROLOGY, 2012, 187 (04): : E300 - E301
  • [33] IN-DEPTH DISTRIBUTION ANALYSIS OF NONFLAT SURFACES
    DANG, TA
    CUDDY, JA
    YANG, S
    SURFACE AND INTERFACE ANALYSIS, 1993, 20 (02) : 121 - 126
  • [34] An In-Depth Analysis of Stochastic Kronecker Graphs
    Seshadhri, C.
    Pinar, Ali
    Kolda, Tamara G.
    JOURNAL OF THE ACM, 2013, 60 (02)
  • [35] SCADA Honeypots An In-depth Analysis of Conpot
    Jicha, Arthur
    Patton, Mark
    Chen, Hsinchun
    IEEE INTERNATIONAL CONFERENCE ON INTELLIGENCE AND SECURITY INFORMATICS: CYBERSECURITY AND BIG DATA, 2016, : 196 - 198
  • [36] An in-depth analysis of the RZ Piscium atmosphere
    Potravnov, I. S.
    Grinin, V. P.
    Ilyin, I. V.
    Shakhovskoy, D. N.
    ASTRONOMY & ASTROPHYSICS, 2014, 563
  • [37] In-depth proteomic analysis of cancer models
    Taguchi, Ayumu
    Abe, Yuichi
    Kajino, Taisuke
    Isomura, Hisanori
    CANCER SCIENCE, 2023, 114 : 1549 - 1549
  • [38] In-depth analysis of the human tear proteome
    Zhou, Lei
    Zhao, Shao Zhen
    Koh, Siew Kwan
    Chen, Liyan
    Vaz, Candida
    Tanavde, Vivek
    Li, Xiao Rong
    Beuerman, Roger W.
    JOURNAL OF PROTEOMICS, 2012, 75 (13) : 3877 - 3885
  • [39] An In-depth Analysis of Various Steganography Techniques
    Dhall, Sangeeta
    Bhushan, Bharat
    Gupta, Shailender
    INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2015, 9 (08): : 67 - 94
  • [40] IN-DEPTH ANALYSIS BY ELECTRON-MICROPROBE
    POUCHOU, JL
    PICHOIR, F
    JOURNAL DE MICROSCOPIE ET DE SPECTROSCOPIE ELECTRONIQUES, 1984, 9 (02): : 99 - 100