Table 7 IDS performance on TII-SSRC-23 (multi-class classification of 5 classes: 4 attacks + normal).
From: Dataset-centric evaluation of federated intrusion detection models in IoT networks
FL algorithm | Model | Accuracy | Precision | Recall | F1-score | AUC |
|---|---|---|---|---|---|---|
FedAvg | LSTM | 92.0 | 90.0 | 87.0 | 88.5 | 94.0 |
FedAvg | Transformer | 93.0 | 91.0 | 89.0 | 90.0 | 95.0 |
FedProx | LSTM | 93.0 | 91.0 | 90.0 | 90.5 | 95.0 |
FedProx | Transformer | 94.0 | 92.5 | 91.0 | 91.7 | 96.0 |
FedNova | LSTM | 93.5 | 92.0 | 90.5 | 91.2 | 95.5 |
FedNova | Transformer | 95.0 | 94.0 | 92.0 | 93.0 | 97.0 |
