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Advances, Systems and Applications

Table 6 Comparison of ablation experiments

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

Model

Accuracy

Precision

Recall

F1-score

CNN-1D

90.1%

91.2%

92.7%

92.3%

CNN-1D + BN

95.2%

94.3%

94.6%

94.5%

CNN-1D + CAB + GAB

96.6%

96.7%

96.4%

96.6%

Our Model

98.9%

98.8%

98.7%

98.7%