Table 8.
Comparison of different feature selection methods.
| Data set | Feature selection method | Evaluation indicators (%) | |||
|---|---|---|---|---|---|
| Accuracy | Precision | Recall | F1-score | ||
| NSL-KDD | RFP | 99.81 | 99.76 | 99.81 | 99.79 |
| PCA | 98.74 | 98.87 | 98.74 | 98.79 | |
| AE | 98.70 | 98.81 | 98.70 | 98.81 | |
| UNSW_NB15 | RFP | 85.55 | 86.24 | 85.55 | 85.61 |
| PCA | 82.17 | 83.36 | 82.17 | 82.60 | |
| AE | 84.91 | 86.00 | 84.91 | 85.4 | |
| CIC-IDS2017 | RFP | 99.70 | 99.68 | 99.70 | 99.69 |
| PCA | 97.77 | 97.94 | 97.77 | 97.77 | |
| AE | 98.54 | 98.65 | 98.54 | 98.56 | |