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

Figure 5

SMOTE ratios of the U2R, R2L, and Probe used to create the SVR model (RMS values). (a) U2R vs. R2L. (b) R2L vs. Probe. (c) Probe vs. U2R.

(a)

(b)

(c)