Research Article

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

Table 2

CICIDS2017 dataset distribution.

DatasetClassesInstancesPercentage (%)

CICIDS2017BENIGN425,87550.0000
DoS Hulk172,84620.2905
DDoS128,01615.0295
PortScan90,81910.6631
DoS goldeneye10,2861.2108
FTP-Patator5,9330.6973
DoS slowloris5,3850.6326
DoS Slowhttptest5,2280.6149
SSH-Patator3,2190.3787
Bot1,9530.2296
Web attack: brute force1,470.1726
Web attack: XSS6520.0766
Infiltration360.0042
Web attack: SQL injection210.0025
Heartbleed110.0013