From: Resampling imbalanced data for network intrusion detection datasets
UNSW-NB15 | NR | RU | RO | RURO | RU-SMOTE | RU-ADASYN |
---|---|---|---|---|---|---|
Macro precision | 0.53307 | 0.545088 | 0.425312 | 0.400095 | 0.411192 | 0.399882 |
Macro recall | 0.412258 | 0.500229 | 0.760052 | 0.775892 | 0.763106 | 0.764241 |
Macro F1 score | 0.411132 | 0.449319 | 0.453457 | 0.443606 | 0.449048 | 0.443679 |
Training time (s) | 1119.422 | 623.2188 | 1682 | 1191.922 | 1498.344 | 1713.953 |