Research Article
Balancing Data Privacy and 5G VNFs Security Monitoring: Federated Learning with CNN + BiLSTM + LSTM Model
Table 6
Simulation results for centralize learning (CL).
| 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 | 0.0089 | 244.74 | 45.86 | 0.091 | CICIDS2017 | 99.68 | 99.61 | 99.76 | 99.68 | 0.39 | 4928.51 | 636.32 | 0.059 |
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