2011 · 95 citations · 14 references
Ddos DetectionSecurity DiagnosticsEngineeringCyberweaponInformation SecurityDenial-of-service AttackAnti-virus TechniqueDns TransactionsBotnet DetectionComputer ScienceK-means ClusteringMalware SamplesUse DnsMalware Analysis
We discovered and reverse engineered Feederbot, a botnet that uses DNS as carrier for its command and control. Using k-Means clustering and a Euclidean Distance based classifier, we correctly classified more than 14m DNS transactions of 42,143 malware samples concerning DNS-C&C usage, revealing another bot family with DNS C&C. In addition, we correctly detected DNS C&C in mixed office workstation network traffic.
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Brett Stone-Gross, Marco Cova, Lorenzo Cavallaro et al. · 2009 · 581 citations
Engineering, Information Security, Information Forensics +17
Rishi: identify bot contaminated hosts by IRC nickname evaluation
Jan Goebel, Thorsten Holz · 2007 · 303 citations