Capped -Norm Proximal Support Vector Machine

Table 11

Classification results on 20% 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	96.90 ± 0.31	91.46 ± 1.20	94.33 ± 0.30	92.21 ± 0.16	81.90 ± 11.77	96.79 ± 0.21	96.69 ± 0.45	96.93 ± 0.28 (0.8)
Page-blocks	92.77 ± 0.89	93.84 ± 0.77	89.95 ± 0.17	89.78 ± 0.05	86.53 ± 12.61	91.48 ± 0.34	92.66 ± 0.39	93.97 ± 0.98 (0.85)
Spanbas	75.96 ± 2.43	78.72 ± 2.61	88.76 ± 1.10	60.62 ± 0.12	59.29 ± 1.03	85.38 ± 0.50	83.93 ± 3.92	86.36 ± 2.38 (0.75)
Yeast	90.63 ± 3.36	85.52 ± 8.91	89.02 ± 0.30	89.02 ± 0.30	89.02 ± 0.30	90.65 ± 0.80	90.37 ± 2.10	93.81 ± 1.31 (0.8)
Occupancy	96.55 ± 0.36	97.24 ± 0.35	78.99 ± 0.36	76.90 ± 0.02	86.43 ± 8.33	95.71 ± 1.80	96.42 ± 4.32	96.95 ± 0.37 (0.8)
Titanic	77.69 ± 3.92	75.72 ± 3.21	77.51 ± 3.78	66.97 ± 2.94	67.60 ± 7.99	77.60 ± 3.85	77.29 ± 4.22	77.03 ± 3.86 (0.9)
Hypothyroid	95.73 ± 1.89	95.20 ± 0.12	95.26 ± 1.49	95.23 ± 1.44	88.50 ± 10.37	96.20 ± 0.67	96.07 ± 0.82	96.14 ± 0.45 (0.8)
Waveform	82.97 ± 1.60	78.32 ± 1.42	82.81 ± 1.70	66.86 ± 1.86	61.69 ± 6.11	79.98 ± 0.76	79.70 ± 2.05	84.21 ± 1.13 (0.95)
Two-norm	96.35 ± 0.61	96.42 ± 0.55	96.32 ± 0.66	50.04 ± 2.73	53.50 ± 2.78	94.31 ± 0.36	95.04 ± 1.75	96.58 ± 0.63 (0.7)
Average	89.5056	88.0479	88.1056	76.4033	74.9400	89.7889	89.7967	91.3311

Each bold value is the highest accuracy within each line.