Immune Centroids Oversampling Method for Binary Classification

Table 8

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

	None	SMOTE	SMOTE + ENN	SL-SMOTE	ADASYN	ICOTE	ICOTE + ENN
glass1	0.496	0.612	0.651	0.612	0.609	0.630	0.570
ecoli-0_vs_1	0.967	0.980	0.983	0.980	0.962	0.982	0.949
wisconsinimb	0.967	0.971	0.970	0.971	0.976	0.970	0.973
pimaimb	0.719	0.742	0.742	0.750	0.747	0.745	0.821
iris0	1.000	1.000	1.000	1.000	1.000	1.000	1.000
glass0	0.691	0.752	0.749	0.734	0.735	0.760	0.806
yeast1	0.573	0.706	0.712	0.702	0.707	0.721	0.764
habermanimb	0.504	0.626	0.645	0.622	0.626	0.636	0.756
vehicle2	0.953	0.950	0.953	0.944	0.950	0.960	0.962
vehicle1	0.720	0.820	0.816	0.796	0.814	0.817	0.887
vehicle3	0.713	0.792	0.803	0.789	0.780	0.790	0.814
glass-0-1-2-3_vs_4-5-6	0.904	0.918	0.916	0.915	0.906	0.923	0.938
vehicle0	0.949	0.959	0.962	0.946	0.959	0.968	0.980
ecoli1	0.819	0.906	0.900	0.906	0.900	0.904	0.921
new-thyroid2	0.983	0.975	0.969	0.972	0.975	0.997	1.000
new-thyroid1	0.983	0.981	0.975	0.978	0.981	0.997	1.000
ecoli2	0.735	0.912	0.912	0.912	0.891	0.905	0.930
glass6	0.920	0.928	0.928	0.909	0.882	0.949	0.950
yeast3	0.630	0.902	0.908	0.904	0.903	0.900	0.927
yeast-2_vs_4	0.669	0.891	0.890	0.885	0.867	0.902	0.918
yeast-0-5-6-7-9_vs_4	0.500	0.774	0.791	0.785	0.786	0.796	0.817
vowel0	0.895	0.968	0.968	0.940	0.963	0.974	0.974
glass-0-1-6_vs_2	0.500	0.593	0.503	0.514	0.536	0.671	0.729
glass2	0.500	0.593	0.593	0.638	0.633	0.703	0.777
shuttle-c0-vs-c4	1.000	0.999	1.000	0.999	0.999	1.000	1.000
yeast-1_vs_7	0.500	0.748	0.753	0.759	0.760	0.766	0.782
glass4	0.559	0.898	0.905	0.918	0.900	0.960	0.969
ecoli4	0.575	0.948	0.935	0.945	0.910	0.979	0.981
glass-0-1-6_vs_5	0.497	0.937	0.943	0.920	0.951	0.969	0.971
shuttle-c2-vs-c4	1.000	0.975	0.996	0.910	0.980	1.000	1.000
yeast-1-4-5-8_vs_7	0.500	0.634	0.627	0.631	0.615	0.689	0.712
glass5	0.500	0.939	0.944	0.922	0.946	0.968	0.967
yeast-2_vs_8	0.774	0.761	0.763	0.742	0.735	0.842	0.830
yeast4	0.500	0.823	0.815	0.821	0.822	0.771	0.763
yeast-1-2-8-9_vs_7	0.500	0.698	0.699	0.720	0.711	0.756	0.753
yeast5	0.500	0.963	0.962	0.960	0.961	0.965	0.975
ecoli-0-1-3-7_vs_2-6	0.850	0.842	0.851	0.822	0.790	0.967	0.970
yeast6	0.500	0.886	0.873	0.887	0.862	0.874	0.883