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2011 1028

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吟河 浩菡
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RB-Seeker: Auto-detection of Redirection Botnets ,[object Object],[object Object],[object Object],Xin Hu, Matthew Knysz, and Kang G. Shin University of Michigan Ann Arbor
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Introduction-Redirecton Botnets
Introduction-Redirecton Botnets ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Introduction-Redirecton Botnets ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Introduction-Redirecton Botnets ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
System Architecture
Related Work ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Spam Source Subsystem (SSS) ,[object Object],[object Object],[object Object],[object Object]
Spam Source Subsystem (SSS) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Netflow Analysis Subsystem (NAS) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Netflow Analysis Subsystem (NAS) ,[object Object],[object Object]
Netflow Analysis Subsystem (NAS) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Netflow Analysis Subsystem (NAS) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Netflow Analysis Subsystem (NAS) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Netflow Analysis Subsystem (NAS) Flow-based Redirection Indentification
Netflow Analysis Subsystem (NAS) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Netflow Analysis Subsystem (NAS) ,[object Object]
Netflow Analysis Subsystem (NAS) ,[object Object]
Netflow Analysis Subsystem (NAS) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Netflow Analysis Subsystem (NAS)
System Architecture
Active DNS Anomaly Detection Subsystem ,[object Object],[object Object],[object Object]
Active DNS Anomaly Detection Subsystem ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Active DNS Anomaly Detection Subsystem
Active DNS Anomaly Detection Subsystem
Active DNS Anomaly Detection Subsystem
Evaluation of RBnet Classifier ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Evaluation of RBnet Classifier Low FP Rate of ＜ 0.004% 3790 281 RB-Seeker 1 week 249 156 SVM-2 2 3541 125 SVM-1 Valid Queries RBnet IPs RBnet Domains
Analysis of Detected RBnets
Analysis of Detected RBnets
Evaluation of RBnet Classifier ,[object Object],[object Object],[object Object],[object Object],[object Object]
System Architecture
Conclusion ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Q & A ,[object Object],[object Object]

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