Table 9 Ablation results of different scales on CIC-DDoS 2019 and UNSW-NB15 (binary-classification task).
From: A novel multi-scale network intrusion detection model with transformer
| Â | Scale | CIC-DDoS 2019 | UNSW-NB15 | ||||||
|---|---|---|---|---|---|---|---|---|---|
Accuracy | Precision | Recall | F1-score | Accuracy | Precision | Recall | F1-score | ||
Benign | \(P_1\) | 98.22 | 97.68 | 98.55 | 98.11 | 97.53 | 97.16 | 98.03 | 97.59 |
\(P_2\) | 98.89 | 98.91 | 99.05 | 98.98 | 98.28 | 98.37 | 98.65 | 98.51 | |
\(P_3\) | 99.97 | 99.05 | 99.78 | 99.41 | 99.42 | 99.25 | 99.46 | 99.35 | |
Malicious | \(P_1\) | 99.86 | 99.24 | 99.51 | 99.37 | 99.18 | 99.04 | 99.21 | 99.12 |
\(P_2\) | 99.05 | 98.62 | 98.71 | 98.66 | 98.79 | 98.36 | 98.19 | 98.27 | |
\(P_3\) | 97.26 | 96.55 | 97.01 | 96.78 | 97.14 | 96.37 | 96.82 | 96.59 | |
