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Table 2 AUCmax per reference model, HNSCC cohort

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

 

Reference model

 

LR

CART

SV

NN

RF

LR

0.797

0.745

0.803

0.802

0.880

CART

0.730

0.748

0.749

0.728

0.822

SVM

0.787

0.740

0.814

0.802

0.898

NN

0.785

0.744

0.800

0.804

0.869

RF

0.784

0.747

0.810

0.810

0.929

  1. Bold numbers are for model performance when the underlying model was specified according to the modelling technique considered.