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

Table 9

The overall comparison between DO_IDS and RF.

Method	Accuracy	FAR	Macros precision	Macros recall	Macros F1_score
RF	0.865	0.124	0.489	0.487	0.488
DO_IDS	0.928	0.033	0.616	0.630	0.623