JCP, Free Full-Text

Por um escritor misterioso

Descrição

The proliferation of cloud and public legitimate services (CLS) on a global scale has resulted in increasingly sophisticated malware attacks that abuse these services as command-and-control (C&C) communication channels. Conventional security solutions are inadequate for detecting malicious C&C traffic because it blends with legitimate traffic. This motivates the development of advanced detection techniques. We make the following contributions: First, we introduce a novel labeled dataset. This dataset serves as a valuable resource for training and evaluating detection techniques aimed at identifying malicious bots that abuse CLS as C&C channels. Second, we tailor our feature engineering to behaviors indicative of CLS abuse, such as connections to known CLS domains and potential C&C API calls. Third, to identify the most relevant features, we introduced a custom feature elimination (CFE) method designed to determine the exact number of features needed for filter selection approaches. Fourth, our approach focuses on both static and derivative features of Portable Executable (PE) files. After evaluating various machine learning (ML) classifiers, the random forest emerges as the most effective classifier, achieving a 98.26% detection rate. Fifth, we introduce the “Replace Misclassified Parameter (RMCP)” adversarial attack. This white-box strategy is designed to evaluate our system’s detection robustness. The RMCP attack modifies feature values in malicious samples to make them appear as benign samples, thereby bypassing the ML model’s classification while maintaining the malware’s malicious capabilities. The results of the robustness evaluation demonstrate that our proposed method successfully maintains a high accuracy level of 84%. In sum, our comprehensive approach offers a robust solution to the growing threat of malware abusing CLS as C&C infrastructure.
JCP, Free Full-Text
Macy's Vs. J.C. Penney: Which Department Store Is Just Trying to Survive? - TheStreet
JCP, Free Full-Text
Brand New: Old Logo for JCPenney
JCP, Free Full-Text
Jcpenney Rebates - Fill Online, Printable, Fillable, Blank
JCP, Free Full-Text
The Economic Burden of Adults With Major Depressive Disorder in the United States (2005 and 2010)
JCP, Free Full-Text
12 Ways to Save at the JCPenney Portrait Studio
JCP, Free Full-Text
JCPenny Sims 3 Clothing, Free JC Penny Clothing offered at …
JCP, Free Full-Text
no-interest-if-paid-in-full -within-24-or-12-months-884bf527-aeaf-49a0-9c89-3b875019d10c.gif
JCP, Free Full-Text
What happened to JCPenney? - FourWeekMBA
JCP, Free Full-Text
1 X 3 JC Penney Employee Name Badge
de por adulto (o preço varia de acordo com o tamanho do grupo)