Cognitive Driven Multilayer Self-Paced Learning with Misclassified Samples

Table 2

Results of seven baselines and our model on 10 UCI datasets.

Dataset		SVM	AdaBoost	Binary	Linear	Log	Easy-SPL	Single-SPL	R2SPL
wpbc	ACC	75.080.021	76.040.023	76.070.008	76.330.025	76.20	76.330.009	72.860.019	77.580.004
	AUC	67.100.054	73.180.035	74.320.063	74.220.013	71.110.031	50.850.019	61.000.028	74.470.036
wdbc	ACC	92.840.008	93.670.021	92.880.018	93.640.071	93.710.044	91.340.029	94.080.018	94.570.006
	AUC	98.200.052	98.620.021	98.190.022	98.330.031	98.380.007	96.790.066	93.590.034	98.680.055
parkinsons	ACC	84.670.028	85.220.038	85.570.037	84.230.011	84.160.031	77.490.041	82.610.058	85.740.022
	AUC	83.130.031	86.220.014	84.110.053	81.890.009	81.260.054	83.850.071	76.470.019	87.430.055
ionosphere	ACC	85.420.029	85.970.017	85.400.034	84.430.061	85.230.019	76.650.008	87.290.011	88.370.012
	AUC	96.650.057	97.140.047	96.480.061	96.910.031	96.770.058	88.710.019	83.390.022	97.230.046
heart	ACC	81.820.033	82.350.031	83.960.005	86.630.004	87.700.061	75.400.019	64.170.021	89.840.023
	AUC	81.090.049	80.430.012	79.840.009	82.360.017	83.020.032	84.220.045	50.230.028	85.540.046
haberman	ACC	73.070.062	73.550.019	74.200.028	73.510.066	73.660.057	72.790.015	72.240.025	74.420.022
	AUC	63.540.011	67.320.015	65.910.023	68.330.001	68.480.068	61.470.039	58.620.027	68.520.003
diabetic	ACC	68.600.029	67.590.037	67.800.011	69.490.016	68.760.055	54.540.044	63.380.021	69.910.017
	AUC	76.530.022	76.390.015	75.940.008	76.920.064	76.370.016	52.500.049	63.770.054	77.340.015
credit	ACC	85.820.016	85.590.068	85.350.033	85.630.005	85.530.051	83.090.062	85.180.011	85.890.033
	AUC	88.740.029	89.320.014	89.460.009	89.440.035	88.620.026	89.030.003	85.100.049	89.530.061
climate	ACC	91.410.033	91.200.059	91.480.064	91.250.029	91.410.019	91.060.006	92.330.015	91.530.055
	AUC	86.790.016	89.480.023	83.390.055	89.750.036	87.720.018	89.370.049	65.680.048	90.410.017
breast	ACC	96.910.039	96.820.064	96.410.033	96.620.019	96.450.026	92.280.016	94.500.017	97.130.014
	AUC	99.400.023	99.430.039	99.280.008	99.280.046	99.290.022	98.660.033	93.630.028	99.470.011