Research Article
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 |
|
|