Table 5 Comparison of MLP-A and MLP-AS ablation experiment results.
From: Research on intrusion detection model based on improved MLP algorithm
Category | MLP-A | MLP-AS | ||||
|---|---|---|---|---|---|---|
Precision | Recall | F1-score | Precision | Recall | F1-score | |
Benign | 99.92 | 99.90 | 99.91 | 99.91 | 99.91 | 99.91 |
Botnet ARES | 100.00 | 32.91 | 49.53 | 80.44 | 58.89 | 67.99 |
Brute Force | 99.94 | 99.10 | 99.52 | 99.83 | 99.52 | 99.67 |
DoS/DDoS | 99.68 | 99.93 | 99.80 | 99.74 | 99.91 | 99.83 |
PortScan | 87.50 | 87.50 | 87.50 | 100.00 | 87.50 | 93.33 |
Web Attack | 98.21 | 99.89 | 99.05 | 98.27 | 99.86 | 99.06 |
Infiltration | 98.89 | 96.12 | 97.49 | 98.89 | 96.12 | 97.49 |
