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Table 4 AUCmax per reference model, CHIP cohort

From: Modern modelling techniques are data hungry: a simulation study for predicting dichotomous endpoints

  Reference model
  LR CART SVM NN RF
LR 0.786 0.572 0.607 0.782 0.903
CART 0.562 0.578 0.580 0.500 0.666
SVM 0.584 0.560 0.615 0.616 0.871
NN 0.758 0.564 0.589 0.791 0.856
RF 0.728 0.579 0.594 0.755 0.916
  1. Bold numbers are for model performance when the underlying model was specified according to the modelling technique considered.