Research Article

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

Table 10

Simulation results for federated learning (FL) with 12 clients.

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

InSDN99.9499.9699.9799.960.156206.4124.030.065
CICIDS201798.9798.3198.6898.981.894334.06338.700.070