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. 2019 Jul 23;47(3):568–581. doi: 10.1080/02664763.2019.1643829

Table 10. The performance of variable discretization on other datasets.

Dataset Model AUC Type I Error Type II Error Accuracy F1 score Probability cutoff
arrhythmia Interval 0.6216 46.87% 42.86% 53.33% 0.1127 3.64e11
  Discretized 0.9603 14.06% 14.28% 85.92% 0.3871 2.09e17
wine_quality Interval 0.7757 30.74% 30.91% 69.25% 0.1439 0.0317
  Discretized 0.8327 26.08% 25.45% 73.95% 0.1763 0.0289