2019 · 24 citations · 27 references
ComputingComputer ScienceCybersecurityComputer SecurityMalware AnalysisNetwork SecurityIntrusion DetectionNetwork Traffic AnalysisThreat DetectionDns QueriesDomain Name AnalysisMalicious Traffic DetectionMalware DetectionMalware Traffic Detection
Modern malware and cyber attacks depend heavily on DNS services to make their campaigns reliable and difficult to track. Monitoring network DNS activities and blocking suspicious domains have been proven an effective technique in countering such attacks. However, recent successful campaigns reveal that attackers adapt by using seemingly benign domains and public web storage services to hide malicious activity. Also, the recent support for encrypted DNS queries provides attacker easier means to hide malicious traffic from network-based DNS monitoring.
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SMOTE: Synthetic Minority Over-sampling Technique
Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text
Classification and Regression Trees.
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Limits of Static Analysis for Malware Detection
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