Table 6 Comparison results with DBN.
From: Research on intrusion detection model based on improved MLP algorithm
Category | DBN | MLP-AS | ||||
|---|---|---|---|---|---|---|
Precision | Recall | F1-score | Precision | Recall | F1-score | |
Botnet ARES | – | – | – | 80.44 | 58.89 | 67.99 |
Brute Force | – | – | – | 99.83 | 99.52 | 99.67 |
DoS/DDoS | 100.00 | 100.00 | 100.00 | 99.74 | 99.91 | 99.83 |
PortScan | – | – | – | 99.74 | 99.91 | 99.83 |
Web Attack | 98.21 | 99.89 | 99.05 | 100.00 | 87.50 | 93.33 |
Infiltration | – | – | – | 98.27 | 99.86 | 99.06 |
