Research Article

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

InSDN99.9999.9999.9999.990.029209.3127.030.088
CICIDS201799.5899.3899.7899.580.6174709.67342.320.073