Table 5 Comparison of F1-score with the traditional machine learning method on KDDTest+
From: Intrusion detection system combined enhanced random forest with SMOTE algorithm
Type | F1-score (%) | |||
|---|---|---|---|---|
KNN | SVM | RF | Our method | |
DOS | 77.24 | 75.56 | 79.65 | 79.98 |
Probe | 67.20 | 46.20 | 67.42 | 76.02 |
U2R | 3.09 | 2.77 | 7.00 | 26.50 |
R2L | 6.93 | 6.39 | 21.37 | 30.63 |