Immune Centroids Oversampling Method for Binary Classification

Table 7

AUC results of different resampling methods with C4.5 as the base learner.

	None	SMOTE	SMOTE + ENN	SL-SMOTE	ADASYN	ICOTE	ICOTE + ENN
glass1	0.733	0.695	0.718	0.726	0.727	0.790	0.783
ecoli-0_vs_1	0.983	0.983	0.983	0.983	0.959	0.975	0.949
wisconsinimb	0.948	0.960	0.940	0.943	0.952	0.967	0.968
pimaimb	0.703	0.725	0.712	0.714	0.705	0.763	0.837
iris0	0.990	0.990	0.990	0.990	0.990	0.990	0.995
glass0	0.817	0.782	0.808	0.756	0.788	0.851	0.871
yeast1	0.668	0.710	0.710	0.719	0.696	0.834	0.829
habermanimb	0.576	0.636	0.649	0.632	0.637	0.758	0.807
vehicle2	0.949	0.959	0.952	0.945	0.939	0.966	0.962
vehicle1	0.660	0.695	0.754	0.733	0.698	0.810	0.869
vehicle3	0.665	0.708	0.716	0.743	0.731	0.845	0.829
glass-0-1-2-3_vs_4-5-6	0.915	0.886	0.916	0.949	0.884	0.957	0.965
vehicle0	0.925	0.936	0.943	0.927	0.939	0.957	0.973
ecoli1	0.859	0.893	0.872	0.901	0.888	0.917	0.951
new-thyroid2	0.949	0.927	0.919	0.966	0.972	0.983	0.986
new-thyroid1	0.949	0.938	0.952	0.930	0.955	0.981	0.977
ecoli2	0.862	0.894	0.877	0.872	0.902	0.940	0.942
glass6	0.813	0.892	0.917	0.863	0.853	0.954	0.975
yeast3	0.857	0.904	0.908	0.906	0.911	0.970	0.983
yeast-2_vs_4	0.833	0.895	0.883	0.859	0.865	0.974	0.980
yeast-0-5-6-7-9_vs_4	0.680	0.830	0.745	0.800	0.725	0.932	0.949
vowel0	0.971	0.979	0.988	0.959	0.969	0.992	0.990
glass-0-1-6_vs_2	0.619	0.712	0.625	0.741	0.580	0.911	0.969
glass2	0.669	0.687	0.756	0.753	0.730	0.929	0.954
shuttle-c0-vs-c4	1.000	0.999	1.000	0.994	0.999	0.999	1.000
yeast-1_vs_7	0.594	0.703	0.657	0.704	0.675	0.930	0.938
glass4	0.793	0.855	0.915	0.816	0.824	0.965	0.979
ecoli4	0.814	0.951	0.923	0.882	0.876	0.987	0.987
glass-0-1-6_vs_5	0.891	0.957	0.919	0.796	0.930	0.994	0.997
shuttle-c2-vs-c4	1.000	0.996	1.000	0.922	0.996	1.000	1.000
yeast-1-4-5-8_vs_7	0.500	0.603	0.587	0.593	0.519	0.931	0.945
glass5	0.898	0.978	0.928	0.846	0.880	0.998	1.000
yeast-2_vs_8	0.500	0.824	0.844	0.814	0.653	0.987	0.985
yeast4	0.595	0.750	0.783	0.780	0.734	0.922	0.923
yeast-1-2-8-9_vs_7	0.616	0.674	0.612	0.517	0.686	0.963	0.959
yeast5	0.883	0.941	0.972	0.947	0.927	0.991	0.995
ecoli-0-1-3-7_vs_2-6	0.748	0.619	0.717	0.717	0.623	0.985	0.989
yeast6	0.712	0.831	0.845	0.811	0.806	0.985	0.984