Table 2 Experimental analysis of considered methods based on accuracy and F1 score on CICIDS2018 dataset.
Models | Feature selection | Accuracy | F1 Score |
|---|---|---|---|
DT | No | 0.942 | 0.931 |
DQN | No | 0.951 | 0.925 |
RFE | Yes | 0.961 | 0.954 |
DNN (Suggested) | Yes | 0.981 | 0.972 |
Models | Feature selection | Accuracy | F1 Score |
|---|---|---|---|
DT | No | 0.942 | 0.931 |
DQN | No | 0.951 | 0.925 |
RFE | Yes | 0.961 | 0.954 |
DNN (Suggested) | Yes | 0.981 | 0.972 |