Machine-Learning Approach to Optimize SMOTE Ratio in Class Imbalance Dataset for Intrusion Detection

Table 7

Range of SMOTE ratio for the rare classes.

	U2R	R2L	Probe
SMOTE ratio	100–100,000%	100–50,000%	100–20,000%