From: Resampling imbalanced data for network intrusion detection datasets
KDD99 | NR | RU | RO | RURO | RU-SMOTE | RU-ADASYN |
---|---|---|---|---|---|---|
Micro precision | 0.99962 | 0.998557 | 0.998661 | 0.995024 | 0.99499 | 0.993675 |
Micro recall | 0.99962 | 0.998557 | 0.998661 | 0.995024 | 0.99499 | 0.993675 |
Micro F1 score | 0.99962 | 0.998557 | 0.998661 | 0.995024 | 0.99499 | 0.993675 |
Macro precision | 0.735853 | 0.689996 | 0.676256 | 0.601879 | 0.596781 | 0.590074 |
Macro Recall | 0.732151 | 0.905783 | 0.918453 | 0.968456 | 0.955936 | 0.955935 |
Macro F1 score | 0.733986 | 0.74276 | 0.712264 | 0.619913 | 0.619568 | 0.609858 |
Macro training time (s) | 534 | 78 | 522 | 96 | 96 | 96 |