Research Article

GCN-ETA: High-Efficiency Encrypted Malicious Traffic Detection

Table 7

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

ModelAccuracyAUC

GCN + XGBoost97.65 ± 0.3397.63 ± 0.3397.52 ± 0.8068
GCN + RF98.61±0.1198.59±0.1198.34±0.8570
GCN + KNN97.37 ± 0.2997.36 ± 0.2996.94 ± 0.8371
GCN + DT98.38 ± 0.0798.37 ± 0.1798.02 ± 0.9472
GCN-TC83.12 ± 0.7083.34 ± 0.4683.55 ± 0.9728
GCN-ETA98.65±0.0998.63±0.0998.59±0.651333

Sorted in ascending order of .