Research Article

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

Table 1

InSDN dataset distribution.

DatasetClassesInstancesPercentage (%)

InSDNNormal68,42419.89711797
Probe98,12928.53507963
DDoS73,52921.3816086
DoS53,61615.59107735
DDoS48,41314.07808915
BFA1,4050.408562065
Web attack1920.055831969
BOTNET1640.047689807
U2R170.004943456