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

<div>Bar chart representing RMS for 1,000,000 tuples of SMOTE ratios which are randomly generated. The red dots represent SMOTE ratios with high RMS value.</div>

Computational Intelligence and Neuroscience

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Figure 6

Figure 6: Machine-Learning Approach to Optimize SMOTE Ratio in Class Imbalance Dataset for Intrusion Detection 