Table 29 ANN classification results for UNSW-NB18 (BoT-IoT) on AWS with Spark for various resampling methods
From: Resampling imbalanced data for network intrusion detection datasets
UNSW-NB18 | NR | RU | RO | RURO | RU-SMOTE | RU-ADASYN |
|---|---|---|---|---|---|---|
Macro precision | 0.571675 | 0.420429 | 0.626432 | 0.460293 | 0.496489 | 0.465322 |
Macro recall | 0.451428 | 0.544637 | 0.824786 | 0.858747 | 0.858425 | 0.786073 |
Macro F1 score | 0.466182 | 0.458041 | 0.586281 | 0.533695 | 0.561807 | 0.509871 |
Training time (s) | 426 | 84 | 426 | 84 | 84 | 84 |