Table 12 ANN classification results for KDD99 on local machine for various resampling methods
From: Resampling imbalanced data for network intrusion detection datasets
KDD99 | NR | RU | RO | RURO | RU-SMOTE | RU-ADASYN |
|---|---|---|---|---|---|---|
Macro precision | 0.877317 | 0.710881 | 0.692416 | 0.618828 | 0.625649 | 0.616133 |
Macro recall | 0.832509 | 0.88417 | 0.937749 | 0.922727 | 0.960406 | 0.96097 |
Macro F1 score | 0.842974 | 0.761345 | 0.730075 | 0.651291 | 0.659022 | 0.643459 |
Training time (s) | 504.875 | 69.71875 | 904.6563 | 329.9844 | 355.3281 | 350.5469 |