Table 39 ANN classification results for NB17-Ecobee on local machine for various resampling methods
From: Resampling imbalanced data for network intrusion detection datasets
NB17-Ecobee | NR | RU | RO | RURO | RU-SMOTE | RU-ADASYN |
|---|---|---|---|---|---|---|
Macro precision | 0.929664 | 0.928654 | 0.951042 | 0.928425 | 0.938275 | 0.909 |
Macro recall | 0.907989 | 0.905878 | 0.908256 | 0.905622 | 0.904341 | 0.905353 |
Macro F1 score | 0.876052 | 0.87639 | 0.879551 | 0.872209 | 0.876632 | 0.875529 |
Training time (s) | 2356.359 | 948.5313 | 1985.313 | 1589.625 | 1427.734 | 1014.813 |