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Advances, Systems and Applications

Table 5 Comparison with experimental results of different models

From: Identification of encrypted and malicious network traffic based on one-dimensional convolutional neural network

 

Non-VPN

VPN

 

Precision

Recall

Precision

Recall

Deep Packet [31]

70.6%

70.6%

-

85.5%

C4.5 [17]

84%

87.6%

89%

85.5%

1D-CNN [32]

95.6%

95.6%

95.6%

95.6%

NIN(large) [24]

97.5%

97.4%

97.9%

97.9%

CNN-2D

98.7%

98.6%

98.6%

97.7%

HexCNN-1D

98.8%

98.7%

98.8%

98.7%