Research Article
GCN-ETA: High-Efficiency Encrypted Malicious Traffic Detection
Table 7
Test accuracy (%),
(%), AUC (%), and
after 5-fold cross-validation.
| Model | Accuracy | | AUC | ↑ |
| GCN + XGBoost | 97.65 ± 0.33 | 97.63 ± 0.33 | 97.52 ± 0.80 | 68 | GCN + RF | 98.61 ± 0.11 | 98.59 ± 0.11 | 98.34 ± 0.85 | 70 | GCN + KNN | 97.37 ± 0.29 | 97.36 ± 0.29 | 96.94 ± 0.83 | 71 | GCN + DT | 98.38 ± 0.07 | 98.37 ± 0.17 | 98.02 ± 0.94 | 72 | GCN-TC | 83.12 ± 0.70 | 83.34 ± 0.46 | 83.55 ± 0.97 | 28 | GCN-ETA | 98.65 ± 0.09 | 98.63 ± 0.09 | 98.59 ± 0.65 | 1333 |
|
|
Sorted in ascending order of . |