Research Article
Towards Effective Network Intrusion Detection: A Hybrid Model Integrating Gini Index and GBDT with PSO
Table 6
Performance of four methods with different features.
| | Method | Accuracy | Precision | DR | F1-score | FAR |
| | SVM41 | 71.40% | 94.51% | 55.64% | 70.04% | 4.27% | | SVM18 | 73.41% | 96.89% | 66.28% | 78.72% | 2.81% | | RF41 | 75.92% | 96.85% | 59.64% | 73.82% | 2.57% | | RF18 | 76.57% | 96.86% | 60.83% | 74.73% | 2.61% | | C4.541 | 80.27% | 96.44% | 67.84% | 79.65% | 3.31% | | C4.518 | 80.58% | 95.08% | 69.49% | 80.30% | 4.75% | | FC-ANN41 | 72.56% | 97.96% | 52.91% | 68.71% | 1.48% | | FC-ANN18 | 75.80% | 96.95% | 59.36% | 73.64% | 2.47% |
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