Balancing Data Privacy and 5G VNFs Security Monitoring: Federated Learning with CNN + BiLSTM + LSTM Model

Table 8

Simulation results for federated learning (FL) with 6 clients.

Dataset\metric	Accuracy (%)	Precision (%)	Recall (%)	F1-score (%)	FPR (%)	Training time (CPU) (s)	Training time (GPU) (s)	Detection time (ms)
InSDN	99.98	99.98	99.99	99.99	0.048	208.81	24.20	0.066
CICIDS2017	98.98	98.31	98.69	98.99	1.72	4335.94	339.59	0.071