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Table 19 Model evaluation(10CV)

From: A diabetes prediction model based on Boruta feature selection and ensemble learning

 

Accuracy

Recall

F1 Index

Kappa

Precision

MCC

XGBoost

0.794

0.696

0.642

0.335

0.726

0.386

REL

0.615

0.650

0.503

0.615

0.0

GD

0.801

0.700

0.654

0.346

0.747

0.386

ARS

0.615

0.650

0.503

0.613

0.0

LR

0.615

0.650

0.503

0.615

0.0

KNN

0.586

0.510

0.437

0.057

0.631

0.081

SVM

0.615

0.650

0.503

0.615

0.0

NB

0.615

0.650

0.503

0.615

0.0

DT

0.809

0.707

0.665

0.369

0.763

0.405

RF

0.615

0.650

0.503

0.615

My model

0.825

0.721

0.683

0.403

0.782

0.432