Research Article
Balancing Data Privacy and 5G VNFs Security Monitoring: Federated Learning with CNN + BiLSTM + LSTM Model
Table 7
Simulation results for federated learning (FL) with 3 clients.
| Dataset\metric | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) | FPR (%) | Training time (CPU) (s) | Training time (GPU) (s) | Detection time (ms) |
| InSDN | 99.99 | 99.99 | 99.99 | 99.99 | 0.029 | 209.31 | 27.03 | 0.088 | CICIDS2017 | 99.58 | 99.38 | 99.78 | 99.58 | 0.617 | 4709.67 | 342.32 | 0.073 |
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