Table 20 ANN Classification results for UNSW-NB15 on AWS with Spark for various resampling methods

Micro precision

0.985149

0.981616

0.97705

0.967425

0.966663

0.966274

Micro recall

0.985149

0.981616

0.97705

0.967425

0.966663

0.966274

Micro F1 score

0.985149

0.981616

0.97705

0.967425

0.966663

0.966274

Macro precision

0.337079

0.428798

0.397854

0.35708

0.360195

0.368759

Macro recall

0.320941

0.423203

0.733399

0.744253

0.746937

0.737735

Macro F1 score

0.308697

0.376054

0.423431

0.384293

0.391973

0.3865

Macro training time (s)

432

138

600

180

186

186