Table 38 ANN classification results for NB17-Ecobee on AWS with Spark for various resampling methods
From: Resampling imbalanced data for network intrusion detection datasets
NB17-Ecobee | NR | RU | RO | RURO | RU-SMOTE | RU-ADASYN |
|---|---|---|---|---|---|---|
Macro precision | 0.825617 | 0.828213 | 0.805486 | 0.859248 | 0.81543 | 0.798424 |
Macro recall | 0.874221 | 0.87087 | 0.852089 | 0.853259 | 0.859054 | 0.836491 |
Macro F1 score | 0.842014 | 0.831575 | 0.821682 | 0.812984 | 0.817154 | 0.793221 |
Training time (s) | 390 | 198 | 432 | 198 | 198 | 198 |