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Journal of Big Data

Table 7 AUC comparison between hybrid and expert models

From: Multi-method approach to wellness predictive modeling

Classifier

Mean AUC

p value

Hybrid

Expert

*Naïve Bayes

0.646

0.625

<0.001

*BayesNet

0.674

0.632

<0.001

*C4.5 (J48)

0.603

0.556

<0.001

*RBF network

0.656

0.626

<0.001

*SVM (SMO)

0.695

0.652

<0.001

*Multilayer perceptron

0.700

0.664

<0.001

*Random forest

0.726

0.677

<0.001

*Bagging

0.690

0.643

<0.001

AdaBoostM1

0.554

0.550

0.499

  1. * Statistical significance, p < 0.05
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