GCN-ETA: High-Efficiency Encrypted Malicious Traffic Detection

Table 6

Test accuracy (%), (%), AUC (%), and after 5-fold cross-validation.

Model	Accuracy ↑	↑	AUC ↑
LR	73.55 ± 0.39	76.18 ± 0.22	73.55 ± 0.26	58994
BernoulliNB	79.86 ± 0.44	80.31 ± 0.43	79.85 ± 0.47	129224
DT	83.26 ± 0.67	83.81 ± 0.68	83.24 ± 0.50	2061
XGBoost	86.39 ± 0.26	87.10 ± 0.24	86.39 ± 0.85	111
nnDPI	65.31 ± 0.35	69.03 ± 0.33	65.80 ± 0.16	<1
GCN-ETA	98.65 ± 0.09	98.63 ± 0.09	98.59 ± 0.65	1333

Sorted in ascending order of accuracy, , and AUC.