Table 9 Multiclass confusion matrix accuracy by attack type (%).
From: (IoT) Network intrusion detection system using optimization algorithms
Attack type | WOA-GWO + LSTM | LSTM-RNN | InfoGain Feature Sel | Multiclass SVM |
|---|---|---|---|---|
Normal | 99.1 | 97.3 | 95.8 | 96.0 |
DoS | 98.5 | 96.2 | 94.7 | 93.9 |
Probe | 97.8 | 94.5 | 92.1 | 91.4 |
R2L | 93.4 | 88.7 | 85.3 | 84.6 |
U2R | 89.7 | 76.4 | 73.9 | 71.2 |
