Table 2.

Average AUCs of eight methods on the 34 UCI machine learning datasets.

Dataset	SVM		SVMROC		RankBoost		OPAUC		SVMlin		SSRankBoost		SSLROC1		SSLROC2
	Avg	Std	Avg	Std	Avg	Std	Avg	Std	Avg	Std	Avg	Std	Avg	Std	Avg	Std
1	0.700	0.078	0.699	0.079	0.620	0.083	0.701	0.075	0.704	0.078	0.654	0.080	0.703	0.077	0.702	0.078
2	0.806	0.092	0.806	0.092	0.659	0.086	0.701	0.126	0.811	0.094	0.707	0.083	0.815	0.072	0.818	0.069
3	0.735	0.039	0.735	0.036	0.689	0.072	0.716	0.056	0.725	0.045	0.691	0.077	0.737	0.042	0.736	0.048
4	0.906	0.026	0.927	0.038	0.946	0.015	0.877	0.030	0.926	0.031	0.915	0.026	0.910	0.038	0.930	0.026
5	0.631	0.086	0.627	0.088	0.631	0.059	0.641	0.082	0.648	0.095	0.652	0.088	0.638	0.081	0.632	0.084
6	0.993	0.006	0.993	0.006	0.974	0.030	0.993	0.006	0.994	0.006	0.984	0.013	0.994	0.005	0.993	0.005
7	0.984	0.013	0.979	0.013	0.963	0.045	0.984	0.015	0.982	0.013	0.978	0.016	0.983	0.013	0.979	0.012
8	1.00	0.001	1.00	0.001	1.00	0.000	1.00	0.001	1.00	0.001	1.00	0.000	0.999	0.001	1.00	0.001
9	0.932	0.046	0.938	0.049	0.904	0.056	0.958	0.021	0.959	0.025	0.927	0.043	0.943	0.043	0.943	0.043
10	0.734	0.092	0.734	0.092	0.700	0.096	0.725	0.088	0.719	0.099	0.699	0.087	0.733	0.092	0.734	0.091
11	0.993	0.008	0.994	0.007	0.960	0.032	0.994	0.007	0.991	0.011	0.981	0.012	0.996	0.005	0.996	0.005
12	0.948	0.037	0.952	0.044	0.860	0.112	0.931	0.052	0.917	0.070	0.922	0.069	0.947	0.050	0.951	0.047
13	0.963	0.044	0.964	0.045	0.905	0.110	0.954	0.061	0.964	0.034	0.934	0.063	0.970	0.030	0.970	0.036
14	0.923	0.039	0.925	0.036	0.880	0.051	0.928	0.038	0.923	0.038	0.892	0.050	0.925	0.037	0.925	0.038
15	0.856	0.061	0.853	0.061	0.753	0.080	0.842	0.056	0.854	0.052	0.803	0.065	0.854	0.057	0.851	0.060
16	0.988	0.012	0.988	0.011	0.983	0.016	0.989	0.010	0.989	0.010	0.984	0.016	0.991	0.006	0.990	0.009
17	0.951	0.037	0.946	0.044	0.914	0.049	0.889	0.049	0.933	0.023	0.901	0.059	0.964	0.026	0.962	0.028
18	1.00	0.000	1.00	0.000	0.998	0.006	1.00	0.000	1.00	0.000	0.999	0.002	1.00	0.000	1.00	0.000
19	1.00	0.000	1.00	0.000	1.00	0.000	1.00	0.000	1.00	0.000	1.00	0.000	1.00	0.000	1.00	0.000
20	0.884	0.035	0.884	0.046	0.934	0.042	0.873	0.045	0.891	0.049	0.934	0.042	0.892	0.033	0.888	0.041
21	0.954	0.037	0.957	0.036	0.955	0.040	0.954	0.039	0.949	0.041	0.956	0.035	0.961	0.023	0.961	0.023
22	0.878	0.040	0.878	0.041	0.885	0.047	0.879	0.043	0.877	0.037	0.885	0.039	0.878	0.040	0.879	0.041
23	0.766	0.066	0.767	0.066	0.729	0.060	0.766	0.076	0.778	0.045	0.736	0.043	0.784	0.054	0.777	0.049
24	0.604	0.070	0.606	0.072	0.593	0.059	0.607	0.069	0.595	0.082	0.606	0.062	0.607	0.081	0.606	0.065
25	0.830	0.059	0.850	0.045	0.842	0.048	0.839	0.045	0.833	0.043	0.837	0.055	0.845	0.039	0.849	0.047
26	0.852	0.064	0.852	0.064	0.736	0.101	0.852	0.068	0.834	0.081	0.783	0.058	0.849	0.063	0.852	0.065
27	0.928	0.032	0.925	0.027	0.887	0.036	0.924	0.030	0.926	0.034	0.885	0.046	0.928	0.028	0.927	0.031
28	0.646	0.102	0.644	0.101	0.616	0.067	0.646	0.086	0.642	0.106	0.616	0.077	0.647	0.069	0.658	0.084
29	0.708	0.074	0.710	0.086	0.684	0.062	0.670	0.079	0.675	0.093	0.700	0.068	0.731	0.053	0.726	0.049
30	0.750	0.105	0.744	0.110	0.762	0.091	0.679	0.070	0.692	0.083	0.765	0.089	0.774	0.074	0.782	0.064
31	0.949	0.033	0.951	0.036	0.859	0.050	0.850	0.074	0.937	0.041	0.877	0.034	0.956	0.029	0.966	0.024
32	0.988	0.009	0.989	0.009	0.958	0.028	0.974	0.013	0.988	0.010	0.913	0.034	0.988	0.013	0.988	0.013
33	1.00	0.001	1.00	0.001	0.976	0.053	1.00	0.001	1.00	0.001	0.994	0.008	1.00	0.000	1.00	0.000
34	0.989	0.010	0.990	0.009	0.992	0.007	0.990	0.010	0.991	0.011	0.991	0.009	0.991	0.008	0.991	0.008
Avg	0.875	0.043	0.877	0.044	0.845	0.053	0.863	0.045	0.872	0.044	0.856	0.045	0.880	0.038	0.881	0.038