Research Article

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\metricAccuracy (%)Precision (%)Recall (%)F1-score (%)FPR (%)Training time (CPU) (s)Training time (GPU) (s)Detection time (ms)

InSDN99.9899.9899.9999.990.048208.8124.200.066
CICIDS201798.9898.3198.6998.991.724335.94339.590.071