Table 5 Performance Metrics of the Model for CICIDS2017 Dataset using lr = 0.1
From: Conceptualisation of Cyberattack prediction with deep learning
Metrics | Benign | DDoS | DoS | Web attack | Bruteforce | Heartbleed | Botnet | Infiltration |
|---|---|---|---|---|---|---|---|---|
ACC | 99.98 | 99.82 | 99.93 | 99.98 | 99.93 | 100.0 | 99.95 | 99.93 |
PR | 99.99 | 99.99 | 99.94 | 99.98 | 99.95 | 100.0 | 99.99 | 99.94 |
RR | 99.99 | 99.97 | 99.99 | 100.0 | 99.99 | 100.0 | 99.96 | 99.93 |
F1 | 99.99 | 99.98 | 99.97 | 99.99 | 99.97 | 100.0 | 99.97 | 99.96 |
E | 0.000064 | 0.000064 | 0.000598 | 0.000234 | 0.000534 | 0.0 | 0.000149 | 0.000064 |