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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.
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BMC Medical Research Methodology

ISSN: 1471-2288

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