From: Network intrusion detection using data dimensions reduction techniques
Classifiers | P- Dataset Binary Class | |||||||
---|---|---|---|---|---|---|---|---|
With CFS Method | With Proposed Method | |||||||
Accuracy | False positive | Recall | Precision | Accuracy | False positive | Recall | Precision | |
Random Forest | 87.29 | 0.458 | 87.29 | 88.35 | 95.95 | 0.011 | 95.95 | 96.89 |
ANN | 96.01 | 0.053 | 96.01 | 97 | 99.92 | 0.029 | 99.93 | 99.99 |
KNN | 96.32 | 0.089 | 96.32 | 97.45 | 98.84 | 0.025 | 98.85 | 99.87 |
SVM | 95.87 | 0.091 | 95.88 | 96.88 | 98.99 | 0.014 | 98.99 | 99.99 |