Table 41 ANN Classification results for NB17-Danmini on AWS with Spark for various resampling methods
From: Resampling imbalanced data for network intrusion detection datasets
NB17-Danmini | NR | RU | RO | RURO | RU-SMOTE | RU-ADASYN |
|---|---|---|---|---|---|---|
Macro precision | 0.792128 | 0.812195 | 0.805464 | 0.816337 | 0.824546 | 0.830129 |
Macro recall | 0.842704 | 0.861566 | 0.852281 | 0.872596 | 0.87531 | 0.871693 |
Macro F1 score | 0.806466 | 0.821549 | 0.816367 | 0.82951 | 0.838391 | 0.844219 |
Training time (s) | 576 | 270 | 594 | 288 | 282 | 288 |