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Table 11 ANN Classification results for KDD99 on AWS with Spark for various resampling methods

From: Resampling imbalanced data for network intrusion detection datasets

KDD99

NR

RU

RO

RURO

RU-SMOTE

RU-ADASYN

Micro precision

0.99962

0.998557

0.998661

0.995024

0.99499

0.993675

Micro recall

0.99962

0.998557

0.998661

0.995024

0.99499

0.993675

Micro F1 score

0.99962

0.998557

0.998661

0.995024

0.99499

0.993675

Macro precision

0.735853

0.689996

0.676256

0.601879

0.596781

0.590074

Macro Recall

0.732151

0.905783

0.918453

0.968456

0.955936

0.955935

Macro F1 score

0.733986

0.74276

0.712264

0.619913

0.619568

0.609858

Macro training time (s)

534

78

522

96

96

96