Table 3.

The precision of each classifier combined with the SMOTE.

Type\Classifier	J48	LibSVM	NaiveBayes	Bagging	AdaboostM1	RandomForest
Normal	0.725	0.562	0.809	0.759	0.682	0.728
Probing	0.904	0.697	0.086	0.453	0.000	0.901
DoS	0.998	0.997	0.886	0.994	0.984	0.999
U2R	0.375	0.000	0.044	0.200	0.000	0.333
R2L	0.941	0.000	0.717	0.944	0.000	0.981