Exploratory study on classification of diabetes mellitus through a combined Random Forest Classifier

Table 4 Average and dispersion of 100 times hold-out test results

	AUC		Accuracy		Precision		Recall		F1-Score
	Mean	Std	Mean	Std	Mean	Std	Mean	Std	Mean	Std
LR	0.649	0.020	0.907	0.007	0.085	0.277	0.001	0.003	0.002	0.005
Logistic-LR	0.657	0.019	0.908	0.007	0.02	0.141	0.0002	0.001	0.0003	0.002
LASSO-LR	0.654	0.020	0.907	0.007	0.15	0.360	0.001	0.003	0.003	0.006
Logistic-SVMSMOTE-LR	0.675	0.009	0.630	0.108	0.622	0.013	0.663	0.028	0.642	0.014
LASSO-SVMSMOTE-LR	0.657	0.009	0.621	0.009	0.616	0.013	0.639	0.016	0.627	0.010
SVM	0.555	0.025	0.907	0.007	0	0	0	0	0	0
Logistic-SVM	0.500	0.034	0.907	0.007	0	0	0	0	0	0
LASSO-SVM	0.546	0.023	0.907	0.007	0	0	0	0	0	0
Logistic-SVMSMOTE-SVM	0.715	0.009	0.660	0.011	0.630	0.014	0.777	0.026	0.696	0.012
LASSO-SVMSMOTE-SVM	0.839	0.008	0.763	0.009	0.737	0.012	0.816	0.014	0.775	0.009
GBDT	0.632	0.022	0.903	0.008	0.133	0.167	0.006	0.007	0.012	0.012
Logistic-GBDT	0.630	0.019	0.904	0.008	0.115	0.187	0.004	0.006	0.008	0.012
LASSO-GBDT	0.629	0.019	0.903	0.007	0.128	0.156	0.007	0.018	0.013	0.010
Logistic-SVMSMOTE-GBDT	0.750	0.009	0.691	0.010	0.673	0.013	0.743	0.018	0.706	0.010
LASSO-SVMSMOTE-GBDT	0.841	0.007	0.765	0.008	0.743	0.011	0.811	0.013	0.775	0.008
RF	0.600	0.021	0.906	0.007	0.180	0.295	0.003	0.004	0.006	0.009
Logistic-RF	0.559	0.018	0.902	0.008	0.244	0.154	0.020	0.011	0.037	0.019
Lasso-RF	0.602	0.019	0.901	0.008	0.151	0.094	0.0128	0.008	0.023	0.015
Logistic-SVMSMOTE-RF	0.811	0.008	0.743	0.008	0.706	0.012	0.834	0.020	0.764	0.008
LASSO-SVMSMOTE-RF	0.948	0.004	0.890	0.005	0.869	0.009	0.919	0.007	0.893	0.006

ISSN: 1472-6947