Table 44 ANN classification results for NB17-Philips on AWS with Spark for various resampling methods
From: Resampling imbalanced data for network intrusion detection datasets
NB17-Philips | NR | RU | RO | RURO | RU-SMOTE | RU-ADASYN |
|---|---|---|---|---|---|---|
Macro precision | 0.82112 | 0.806622 | 0.82313 | 0.820742 | 0.836191 | 0.806937 |
Macro recall | 0.864271 | 0.860525 | 0.867278 | 0.873116 | 0.871455 | 0.856891 |
Macro F1 score | 0.827655 | 0.825717 | 0.828891 | 0.828997 | 0.82753 | 0.823355 |
Training time (s) | 660 | 318 | 660 | 336 | 342 | 330 |