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

Table 9

Simulation results for federated learning (FL) with 9 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	0.151	206.74	24.19	0.077
CICIDS2017	98.98	98.31	98.69	98.99	1.79	4333.82	340.03	0.071