Multiclass Classification on NSL-KDD zero-day attack (test)
0.827AccuracyProposed IDS Framework
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Proposed IDS Framework2025.12 | 0.827 | 1.005 | 88.5 | |
| K Nearest Neighbor (KNN)2025.12 | 0.532 | 3.525 | 58.5 | |
| Multi-Layer Perceptron2025.12 | 0.506 | 4.02 | 54.3 | |
| Random Forest2025.12 | 0.486 | 3.256 | 73.8 | |
| Gradient Boosting Machine (GBM)2025.12 | 0.4823 | 4.131 | 51.2 |