IoT Intrusion Detection on 6h
99.89F1 MicroRF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RFSource=This study, SMOTE=Yes, ga=5, ng=602026.05 | 99.89 | 97.94 | |
| HistGBSource=This study, SMOTE=Yes, ga=5, ng=602026.05 | 99.88 | — | |
| LightGBMSource=This study, SMOTE=Yes, ga=5, ng=602026.05 | 99.84 | — | |
| Extra TreesSource=This study, SMOTE=Yes, ga=5, ng=602026.05 | 99.83 | — | |
| XGBoostSource=This study, SMOTE=Yes, ga=5, ng=602026.05 | 99.81 | 96.27 | |
| TSFSource=Base paper [1], SMOTE=No, ga=5, ng=602026.05 | 99.78 | — | |
| RFSource=Base paper [1], SMOTE=No, ga=10, ng=502026.05 | 99.66 | — | |
| XBTSource=Base paper [1], SMOTE=No, ga=5, ng=602026.05 | 99.57 | — | |
| KNNSource=This study, SMOTE=Yes, ga=5, ng=602026.05 | 99.54 | 92.8 | |
| KNNSource=Base paper [1], SMOTE=No, ga=5, ng=602026.05 | 99.07 | — | |
| MLPSource=This study, SMOTE=Yes, ga=5, ng=602026.05 | 99.04 | — | |
| DTSource=This study, SMOTE=Yes, ga=5, ng=602026.05 | 98.93 | 82.99 |