BMC Medical Informatics and Decision Making

Table 4 Sampling method: performance comparison

From: Supervised learning for infection risk inference using pathology data

		AUCROC	AUCPR_B	SENS	SPEC
RAND_U	GNB	0.763	0.871	0.533	0.992
	DTC	0.798	0.891	0.601	0.993
	RFC	0.791	0.892	0.583	0.993
	SVM	0.792	0.894	0.593	0.991
RAND_O	GNB	0.742	0.860	0.482	0.991
	DTC	0.810	0.876	0.688	0.932
	RFC	0.801	0.901	0.617	0.990
	SVM	0.753	0.872	0.523	0.991
SMOTE	GNB	0.814	0.872	0.725	0.903
	DTC	0.779	0.881	0.636	0.963
	RFC	0.818	0.876	0.725	0.909
	SVM	0.830	0.884	0.747	0.912

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