IoT Attack Detection on N-BaIoT
99.99AccuracyProposed Extra Trees Classifier
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Proposed Extra Trees Classifier2025.10 | 99.99 | 99.99 | 99.99 | 99.99 | |
| BGWO2025.10 | 98.97 | — | — | — | |
| LDL2025.10 | 98.37 | 86.32 | 83.31 | 84.47 | |
| FGOA-kNN2025.10 | 98.07 | 98.73 | 97.04 | 97.87 | |
| Ensemble-based DNN2025.10 | 97.21 | 87.31 | 91.41 | 88.48 | |
| WCC and SVM2025.10 | 96.7 | 94.7 | 94.9 | 94.8 | |
| ER-VEC2025.10 | 95.64 | — | — | — | |
| LGBA-NN2025.10 | 90 | 90 | 85.23 | 86.64 | |
| RNN2025.10 | 89.75 | — | — | — | |
| CNN-LSTM2025.10 | — | 89 | 94 | 85 | |
| SGDC2025.10 | — | 98.42 | 98.43 | 98.41 |