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
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