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

Figure 4

Comparison bar chart of the RNN-LSTM, SVM, decision tree, and previous SVM tests [1]. The dotted red lines represent the best recall values among rare classes.