Table 6 Performance comparison of different models (mean ± 95% CI).
From: (IoT) Network intrusion detection system using optimization algorithms
Model | Binary accuracy (%) | Multiclass F1-score (%) | AUC (Binary) |
|---|---|---|---|
WOA-GWO + LSTM | 96.6 ± 0.4 | 94.3 ± 0.5 | 0.983 ± 0.003 |
LSTM-RNN | 90.4 ± 0.7 | 89.1 ± 1.3 | 0.942 ± 0.008 |
InfoGain Feature Sel | 88.4 ± 1.1 | 87.2 ± 1.5 | 0.918 ± 0.012 |
Multiclass SVM | 88.5 ± 1.0 | 87.9 ± 1.4 | 0.921 ± 0.010 |
