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Table 2 Comparison of Resampling Strategies

From: Prediction of incident myocardial infarction using machine learning applied to harmonized electronic health record data

  F1 Score AUC Training time
Oversampling
 Random 0.105 0.816 22 min
 SMOTE 0.109 0.786 34 min
Undersampling
 Random 0.091 0.839 2 min
 Cluster centroid 0.057 0.78 78 min
None 0.01 0.51 3 min
  1. Sampling comparison from deep learning model