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

BMC Bioinformatics

Table 10 Model evaluation(7–3)

	Accuracy	Recall	F1 Index	Kappa	Precision	MCC
XGBoost	0.722	0.624	0.631	0.309	0.812	0.374
REL	0.645	0.507	0.403	0.007	0.500	0.028
GD	0.675	0.630	0.633	0.268	0.549	0.270
ARS	0.666	0.601	0.589	0.226	0.670	0.263
LR	0.571	0.534	0.533	0.067	0.383	0.067
KNN	0.683	0.645	0.647	0.296	0.552	0.296
SVM	0.735	0.700	0.697	0.395	0.579	0.396
NB	0.649	0.571	0.568	0.158	0.510	0.168
DT	0.632	0.592	0.592	0.184	0.462	0.184
RF	0.692	0.538	0.478	0.101	1.000	0.230
My model	0.783	0.733	0.741	0.484	0.687	0.487

ISSN: 1471-2105