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

BMC Bioinformatics

Table 11 Model evaluation(10CV)

	Accuracy	Recall	F1 Index	Kappa	Precision	MCC
XGBoost	0.690	0.623	0.621	0.262	0.604	0.282
REL	0.551	0.530	0.520	0.052	0.381	0.055
GD	0.665	0.641	0.633	0.269	0.517	0.272
ARS	0.583	0.556	0.547	0.102	0.414	0.107
LR	0.567	0.547	0.536	0.082	0.397	0.087
KNN	0.718	0.673	0.673	0.352	0.613	0.359
SVM	0.654	0.634	0.626	0.257	0.504	0.260
NB	0.558	0.536	0.528	0.068	0.390	0.070
DT	0.673	0.647	0.640	0.283	0.528	0.286
RF	0.553	0.530	0.520	0.052	0.381	0.055
My model	0.716	0.676	0.673	0.353	0.605	0.359

ISSN: 1471-2105