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

Table 2

CICIDS2017 dataset distribution.

Dataset	Classes	Instances	Percentage (%)
CICIDS2017	BENIGN	425,875	50.0000
	DoS Hulk	172,846	20.2905
	DDoS	128,016	15.0295
	PortScan	90,819	10.6631
	DoS goldeneye	10,286	1.2108
	FTP-Patator	5,933	0.6973
	DoS slowloris	5,385	0.6326
	DoS Slowhttptest	5,228	0.6149
	SSH-Patator	3,219	0.3787
	Bot	1,953	0.2296
	Web attack: brute force	1,47	0.1726
	Web attack: XSS	652	0.0766
	Infiltration	36	0.0042
	Web attack: SQL injection	21	0.0025
	Heartbleed	11	0.0013