Capped -Norm Proximal Support Vector Machine

Table 12

Classification results on 30% 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	96.87 ± 0.35	94.98 ± 0.54	95.13 ± 0.30	91.47 ± 0.15	88.98 ± 3.59	96.80 ± 0.34	96.61 ± 0.27	96.90 ± 0.31 (0.75)
Page-blocks	92.66 ± 0.88	93.64 ± 0.71	89.91 ± 0.16	89.78 ± 0.05	88.94 ± 4.48	91.94 ± 1.10	92.64 ± 0.35	93.90 ± 0.93 (0.7)
Spanbas	72.92 ± 1.78	77.27 ± 6.4	85.09 ± 1.79	60.60 ± 0.08	56.82 ± 4.13	77.59 ± 1.02	83.99 ± 2.45	85.37 ± 2.83 (0.75)
Yeast	88.88 ± 3.56	83.95 ± 11.84	89.02 ± 0.30	89.02 ± 0.30	88.14 ± 1.77	87.60 ± 2.95	87.99 ± 0.89	93.34 ± 0.82 (0.85)
Occupancy	84.23 ± 0.73	84.57 ± 0.96	76.87 ± 0.73	76.16 ± 0.32	76.95 ± 0.54	84.35 ± 0.92	84.52 ± 1.02	86.20 ± 0.71 (0.7)
Titanic	77.60 ± 3.85	73.97 ± 3.3	77.60 ± 3.85	77.60 ± 3.85	69.24 ± 4.97	67.70 ± 2.71	72.28 ± 8.34	77.60 ± 3.85 (0.85)
Hypothyroid	93.55 ± 0.94	95.23 ± 0.09	95.23 ± 1.53	95.23 ± 1.44	91.50 ± 4.29	95.94 ± 0.82	95.91 ± 0.70	95.80 ± 0.98 (0.7)
Waveform	76.17 ± 1.55	77.34 ± 1.31	75.78 ± 1.20	66.86 ± 1.86	64.73 ± 4.10	75.79 ± 1.21	76.61 ± 1.26	77.73 ± 1.53 (0.9)
Two-norm	95.31 ± 0.66	95.43 ± 0.85	95.35 ± 0.81	50.04 ± 2.73	53.72 ± 4.12	93.53 ± 1.32	94.26 ± 0.31	95.53 ± 0.74 (0.7)
Average	86.4656	86.2655	86.6644	77.4178	75.4467	85.6933	87.2011	89.1522

Each bold value is the highest accuracy within each line.