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