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Table 8 ANN Classification results on AWS with Spark (no resampling)

From: Resampling imbalanced data for network intrusion detection datasets

 

KDD99

NB15

BoT-IoT

NB17-Ecobee

NB17-Danmini

NB17-Philips

Macro precision

0.735853

0.337079

0.571675

0.825617

0.792128

0.82112

Macro recall

0.732151

0.320941

0.451428

0.874221

0.842704

0.864271

Macro F1 score

0.733986

0.308697

0.466182

0.842014

0.806466

0.827655

Training time (s)

534

432

426

390

576

660