From: Resampling imbalanced data for network intrusion detection datasets
UNSW-NB18 | NR | RU | RO | RURO | RU-SMOTE | RU-ADASYN |
---|---|---|---|---|---|---|
Macro precision | 0.607171 | 0.651555 | 0.707524 | 0.548372 | 0.630532 | 0.473781 |
Macro recall | 0.57664 | 0.636077 | 0.862225 | 0.881982 | 0.887849 | 0.767004 |
Macro F1 score | 0.585591 | 0.608576 | 0.7241 | 0.621413 | 0.688235 | 0.547812 |
Training Time (s) | 1696.188 | 424.5469 | 910.6094 | 653.6719 | 574 | 635.2813 |