SMOTE (Synthetic Minority Over-sampling Technique)
SMOTE took the average predicted risk from 0.0240 to 0.2572 against a true rate of 0.0247, while AUROC moved by only 0.012.
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Imbalanced Data
Rare outcomes raise distinct questions about fitting, decision thresholds, and evaluation; resampling is one possible training intervention.