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Table 30 ANN classification results for UNSW-NB18 (BoT-IoT) on local machine for various resampling methods

From: Resampling imbalanced data for network intrusion detection datasets

UNSW-NB18

NR

RU

RO

RURO

RU-SMOTE

RU-ADASYN

Macro precision

0.607171

0.651555

0.707524

0.548372

0.630532

0.473781

Macro recall

0.57664

0.636077

0.862225

0.881982

0.887849

0.767004

Macro F1 score

0.585591

0.608576

0.7241

0.621413

0.688235

0.547812

Training Time (s)

1696.188

424.5469

910.6094

653.6719

574

635.2813