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Table 3 Performance of classifiers on unseen P2P botnets

From: PeerShark: flow-clustering and conversation-generation for malicious peer-to-peer traffic identification

 

Decision trees

Random forests

Bayesian network

 

Classified

Classified

Accuracy (%)

Classified

Classified

Accuracy (%)

Classified

Classified

Accuracy (%)

 

malicious

benign

 

malicious

benign

 

malicious

benign

 

Zeus

2,696

55

98%

2,717

34

98.76%

2,660

91

96.69%

Nugache

42

7

85.71%

43

6

87.76%

48

1

97.96%