Skip to main content

Table 21 ANN classification results for UNSW-NB15 on local machine for various resampling methods

From: Resampling imbalanced data for network intrusion detection datasets

UNSW-NB15

NR

RU

RO

RURO

RU-SMOTE

RU-ADASYN

Macro precision

0.53307

0.545088

0.425312

0.400095

0.411192

0.399882

Macro recall

0.412258

0.500229

0.760052

0.775892

0.763106

0.764241

Macro F1 score

0.411132

0.449319

0.453457

0.443606

0.449048

0.443679

Training time (s)

1119.422

623.2188

1682

1191.922

1498.344

1713.953