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

BMC Bioinformatics

Table 18 Model evaluation(7–3)

	Accuracy	Recall	F1 Index	Kappa	Precision	MCC
XGBoost	0.846	0.837	0.839	0.678	0.863	0.679
REL	0.846	0.830	0.837	0.678	0.807	0.694
GD	0.801	0.796	0.788	0.576	0.872	0.579
ARS	0.564	0.516	0.499	0.034	0.600	0.038
LR	0.602	0.534	0.533	0.073	0.675	0.074
KNN	0.532	0.521	0.517	0.042	0.647	0.042
SVM	0.634	0.589	0.590	0.184	0.694	0.186
NB	0.724	0.647	0.641	0.336	0.696	0.421
DT	0.794	0.783	0.783	0.566	0.833	0.566
RF	0.673	0.567	0.525	0.161	0.662	0.254
My model	0.858	0.863	0.854	0.710	0.919	0.714

ISSN: 1471-2105