Research Article
Malicious Encryption Traffic Detection Based on NLP
Table 3
The detection accuracy and AUC value obtained by different methods.
| Detection method | Accuracy (TF-IDF) | Accuracy (encoding) | AUC |
| Gradient boosting | 0.880 | 0.487 | 0.873 | Random forest | 0.922 | 0.492 | 0.918 | AdaBoost | 0.918 | 0.497 | 0.918 | Ensemble learning | 0.931 | 0.492 | 0.929 | CNN | 0.933 | Huge | |
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