Table 10 Ablation results of the hyperparameters of backbone.
From: A novel multi-scale network intrusion detection model with transformer
Stacked number | NSL-KDD | CIC-DDoS 2019 | UNSW-NB15 | |||
|---|---|---|---|---|---|---|
Accuracy | Recall | Accuracy | Recall | Accuracy | Recall | |
1 | 98.7 | 98.9 | 98.5 | 97.9 | 98.6 | 98.9 |
2 | 99.2 | 99.2 | 99.1 | 99.4 | 99.7 | 99.8 |
3 | 98.3 | 98.4 | 98.2 | 98.5 | 99.1 | 98.8 |
4 | 98.1 | 97.9 | 98.3 | 98.2 | 98.7 | 98.6 |
5 | 97.8 | 97.6 | 97.9 | 97.6 | 98.1 | 97.9 |
6 | 97.1 | 96.8 | 97.3 | 97.1 | 97.4 | 97.2 |
