Table 45 ANN classification results for NB17-Philips on local machine 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 | 0.912172 | 0.931224 | 0.930606 | 0.892025 | 0.904524 | 0.891446 |
Macro recall | 0.893773 | 0.903667 | 0.906043 | 0.899702 | 0.907286 | 0.907512 |
Macro F1 score | 0.869574 | 0.871905 | 0.877093 | 0.86307 | 0.878986 | 0.87948 |
Training time (s) | 1385.156 | 834.5156 | 1871.328 | 1172.344 | 1643.234 | 1514.453 |