Immune Centroids Oversampling Method for Binary Classification

Table 6

AUC results of different resampling methods with NN as the base learner.

	None	SMOTE	SMOTE + ENN	SL-SMOTE	ADASYN	ICOTE	ICOTE + ENN
glass1	0.789	0.781	0.776	0.778	0.789	0.869	0.858
ecoli-0_vs_1	0.963	0.970	0.973	0.969	0.963	0.970	0.971
wisconsinimb	0.955	0.965	0.975	0.964	0.957	0.982	0.979
pimaimb	0.664	0.664	0.703	0.692	0.664	0.796	0.832
iris0	1.000	1.000	1.000	1.000	1.000	1.000	1.000
glass0	0.827	0.835	0.832	0.831	0.827	0.913	0.926
yeast1	0.634	0.649	0.671	0.644	0.634	0.849	0.889
habermanimb	0.547	0.582	0.612	0.565	0.547	0.764	0.807
vehicle2	0.940	0.938	0.936	0.938	0.938	0.975	0.983
vehicle1	0.660	0.658	0.709	0.651	0.630	0.884	0.923
vehicle3	0.665	0.677	0.700	0.690	0.676	0.878	0.870
glass-0-1-2-3_vs_4-5-6	0.915	0.949	0.959	0.942	0.912	0.981	0.994
vehicle0	0.911	0.931	0.920	0.925	0.910	0.982	0.986
ecoli1	0.859	0.865	0.881	0.864	0.797	0.942	0.991
new-thyroid2	0.949	0.967	0.961	0.981	0.980	0.992	0.997
new-thyroid1	0.949	0.955	0.946	0.983	0.977	0.992	0.994
ecoli2	0.862	0.931	0.926	0.909	0.906	0.972	0.996
glass6	0.813	0.888	0.874	0.888	0.871	0.992	0.992
yeast3	0.857	0.868	0.866	0.866	0.818	0.973	0.994
yeast-2_vs_4	0.833	0.902	0.877	0.875	0.852	0.981	1.000
yeast-0-5-6-7-9_vs_4	0.680	0.784	0.788	0.757	0.702	0.965	0.988
vowel0	0.971	0.998	0.999	0.996	1.000	1.000	1.000
glass-0-1-6_vs_2	0.619	0.665	0.647	0.684	0.577	0.954	0.976
glass2	0.669	0.690	0.738	0.696	0.601	0.962	0.977
shuttle-c0-vs-c4	1.000	0.996	0.996	0.996	0.996	1.000	1.000
yeast-1_vs_7	0.594	0.713	0.727	0.738	0.646	0.972	0.982
glass4	0.793	0.894	0.915	0.882	0.818	0.980	0.995
ecoli4	0.814	0.961	0.928	0.881	0.870	0.992	0.997
glass-0-1-6_vs_5	0.891	0.874	0.921	0.871	0.836	0.989	0.997
shuttle-c2-vs-c4	1.000	0.996	0.996	1.000	0.950	1.000	1.000
yeast-1-4-5-8_vs_7	0.500	0.628	0.675	0.642	0.574	0.972	0.986
glass5	0.898	0.921	0.921	0.918	0.893	0.990	0.995
yeast-2_vs_8	0.500	0.798	0.816	0.781	0.768	0.985	0.994
yeast4	0.595	0.766	0.797	0.720	0.667	0.918	0.957
yeast-1-2-8-9_vs_7	0.616	0.601	0.622	0.595	0.553	0.975	0.992
yeast5	0.883	0.952	0.938	0.942	0.846	0.992	0.999
ecoli-0-1-3-7_vs_2-6	0.748	0.837	0.832	0.832	0.843	0.987	0.996
yeast6	0.712	0.865	0.856	0.867	0.748	0.987	0.996