Intrusion Detection Accuracy on CIC-IDS 2017
99.92AccuracyProposed Integrated Framework
Evaluation Results
| Method | Links | |
|---|---|---|
| Proposed Integrated FrameworkSampling Strategy=true, Feature Selection=true, Explainability=true2026.02 | 99.92 | |
| XI2S-IDSSampling Strategy=true, Feature Selection=true, Explainability=false2026.02 | 99.81 | |
| Chen et al.Sampling Strategy=false, Feature Selection=false, Explainability=true2026.02 | 99.8 | |
| DistilXIDSSampling Strategy=true, Feature Selection=true, Explainability=true2026.02 | 99.61 | |
| Hybrid Ensemble Model (HAEnID)Sampling Strategy=true, Feature Selection=true, Explainability=true2026.02 | 98.79 |