Capped -Norm Proximal Support Vector Machine

Table 10

Classification results on 10% noise large-size UCI datasets.

Dataset	GEPSVM	L1-GEPSVM	IGEPSVM	PCC	L1-NPSVM	LpNPSVM	GLpNPSVM	CPSVM
	Acc ± std	Acc ± std	Acc ± std	Acc ± std	Acc ± std	Acc ± std	Acc ± std	Acc ± std
HTRU2	97.20 ± 0.40	95.63 ± 0.79	93.97 ± 0.26	91.70 ± 0.14	86.76 ± 8.37	96.93 ± 0.20	96.79 ± 0.42	97.10 ± 0.29 (0.85)
Page-blocks	92.82 ± 1.00	93.91 ± 0.77	90.04 ± 0.24	89.78 ± 0.05	86.83 ± 7.23	92.18 ± 0.54	93.89 ± 0.83	94.15 ± 0.93 (0.9)
Spanbas	77.31 ± 1.46	79.16 ± 2.24	89.07 ± 1.51	60.44 ± 0.33	57.77 ± 2.37	85.02 ± 2.45	87.04 ± 2.12	87.22 ± 0.79 (0.75)
Yeast	90.43 ± 2.95	86.08 ± 8.65	89.02 ± 0.30	89.02 ± 0.30	88.95 ± 0.33	90.97 ± 0.86	91.20 ± 2.14	93.06 ± 0.81 (0.75)
Occupancy	98.75 ± 0.31	97.77 ± 0.35	83.11 ± 0.79	76.91 ± 0.03	80.56 ± 6.03	98.36 ± 0.16	98.37 ± 0.61	97.39 ± 0.21 (0.9)
Titanic	69.92 ± 2.25	76.46 ± 1.92	66.97 ± 5.12	67.70 ± 2.71	61.56 ± 8.98	77.70 ± 2.71	73.65 ± 10.74	75.23 ± 4.04 (0.9)
Hypothyroid	95.83 ± 1.86	95.20 ± 0.12	94.97 ± 1.36	95.23 ± 1.44	95.23 ± 1.44	96.20 ± 0.72	96.23 ± 0.65	95.23 ± 1.44 (0.9)
Waveform	82.66 ± 1.83	78.22 ± 1.90	83.08 ± 1.64	66.86 ± 1.86	65.20 ± 3.17	80.33 ± 0.60	83.10 ± 1.47	84.08 ± 2.32 (1)
Two-norm	97.11 ± 0.45	96.97 ± 0.35	97.04 ± 0.38	50.66 ± 3.10	52.96 ± 2.42	94.73 ± 0.38	96.97 ± 0.39	97.22 ± 0.54 (0.8)
Average	89.1144	88.8218	87.4744	76.4778	75.0911	90.2689	90.8044	91.1867

Each bold value is the highest accuracy within each line.