Building an Effective Intrusion Detection System by Using Hybrid Data Optimization Based on Machine Learning Algorithms

Table 10

The comparison between DO_IDS and other models.

Method	Accuracy	FAR
KNN	0.760	0.195
SVM	0.625	0.007
LR	0.832	0.185
NB	0.821	0.186
MLP	0.813	0.211
EM	0.785	0.238
DT	0.856	0.158
RF	0.865	0.124
AdaBoost	0.861	0.116
RUSBoost [30]	0.844	0.131
GA-LR [13]	0.814	0.639
DO_IDS	0.928	0.330