Table 3 Performance comparison of classifier accuracy.
From: A CE-GAN based approach to address data imbalance in network intrusion detection systems
Classifier | KDDTrain+ (Binary) | KDDTest+ (Binary) | KDDTrain+ (Multi-class) |
|---|---|---|---|
GradientBoostingClassifier | 0.9928 (+/- 0.0012) | 0.9765 (+/- 0.0026) | 0.8045 (+/- 0.7339) |
DecisionTreeClassifier | 0.9967 (+/- 0.0010) | 0.9835 (+/- 0.0042) | 0.9960 (+/- 0.0010) |
ExtraTreesClassifier | 0.9944 (+/- 0.0010) | 0.9736 (+/- 0.0035) | 0.9868 (+/- 0.0011) |
Ours | 0.9973 (+/- 0.0010) | 0.9846 (+/- 0.0038) | 0.9962(+/-0.0007) |
