Research Article
Deep Graph Embedding for IoT Botnet Traffic Detection
Table 4
Traditional features (balanced dataset) results.
| Algorithm | Metric | Recall | FPR | Precision | F-measure |
| XGBoost | 98.3 | 35.0 | 5.8 | 11.0 | Decision tree | 99.3 | 38.9 | 5.3 | 10.1 | Random forest | 92.5 | 11.5 | 15.1 | 26.0 | Logical regression | 25.9 | 13.8 | 4 | 6.9 | KNN | 93.2 | 12.2 | 14.4 | 25.0 | Naive Bayes | 99.0 | 99.0 | 2.2 | 4.2 |
|
|