Research Article
Balancing Data Privacy and 5G VNFs Security Monitoring: Federated Learning with CNN + BiLSTM + LSTM Model
Table 10
Simulation results for federated learning (FL) with 12 clients.
| Dataset\metric | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) | FPR (%) | Training time (CPU) (s) | Training time (GPU) (s) | Detection time (ms) |
| InSDN | 99.94 | 99.96 | 99.97 | 99.96 | 0.156 | 206.41 | 24.03 | 0.065 | CICIDS2017 | 98.97 | 98.31 | 98.68 | 98.98 | 1.89 | 4334.06 | 338.70 | 0.070 |
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