Multiclass Classification on Poisoned NSL-KDD (train)
0.537AccuracyProposed IDS Framework
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Proposed IDS Framework2025.12 | 0.537 | 2.017 | 0.597 | |
| Multi-Layer Perceptron2025.12 | 0.447 | 2.759 | 0.492 | |
| Random Forest2025.12 | 0.416 | 2.08 | 0.434 | |
| Gradient Boosting Machine (GBM)2025.12 | 0.374 | 3.994 | 0.418 | |
| K Nearest Neighbor (KNN)2025.12 | 0.31 | 2.855 | 0.367 |