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