Table 21 Results of CFS method and proposed method on CICIDS dataset
From: Network intrusion detection using data dimensions reduction techniques
Classifiers | CICIDS Dataset | |||
|---|---|---|---|---|
With CFS Method | With Proposed Method | |||
Accuracy | False positive | Accuracy | False positive | |
Random Forest | 68.25 | 0.7 | 70.18 | 0.672 |
ANN | 69.48 | 0.73 | 69.48 | 0.695 |
KNN | 70.74 | 0.711 | 69.95 | 0.68 |
SVM | 69.48 | 0.725 | 69.48 | 0.695 |