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Table 9 ANN classification results on Scikit-Learn on local machine (no resampling)

From: Resampling imbalanced data for network intrusion detection datasets

 

KDD99

NB15

BoT-IoT

NB17-Ecobee

NB17-Danmini

NB17-Philips

Macro precision

0.877317

0.53307

0.607171

0.929664

0.924668

0.912172

Macro recall

0.832509

0.412258

0.57664

0.907989

0.903897

0.893773

Macro F1 score

0.842974

0.411132

0.585591

0.876052

0.875883

0.869574

Training time (s)

504.875

1119.422

1696.188

2356.359

896.3594

1385.156