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

Table 11

Comparison of DO_IDS, DT, AdaBoost, and RUSBoost.

Method	Accuracy	FAR	Macros precision	Macros recall	Macros f1-score
DT	0.866	0.083	0.415	0.427	0.421
AdaBoost	0.920	0.074	0.558	0.556	0.557
RUSBoost	0.923	0.047	0.580	0.590	0.585
DO_IDS	0.928	0.033	0.616	0.630	0.623