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

Table 1

InSDN dataset distribution.

Dataset	Classes	Instances	Percentage (%)
InSDN	Normal	68,424	19.89711797
	Probe	98,129	28.53507963
	DDoS	73,529	21.3816086
	DoS	53,616	15.59107735
	DDoS	48,413	14.07808915
	BFA	1,405	0.408562065
	Web attack	192	0.055831969
	BOTNET	164	0.047689807
	U2R	17	0.004943456