Capped -Norm Proximal Support Vector Machine

Table 9

Classification results on original 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	97.36 ± 0.32	95.26 ± 0.57	94.22 ± 0.32	92.34 ± 0.19	79.13 ± 13.22	97.35 ± 0.28	97.01 ± 0.26	96.54 ± 0.31 (0.95)
Page-blocks	94.34 ± 0.85	94.02 ± 0.65	90.04 ± 0.22	89.78 ± 0.05	87.77 ± 7.67	92.32 ± 1.09	94.21 ± 0.78	94.00 ± 1.04 (0.9)
Spanbas	76.42 ± 1.37	82.13 ± 2.97	88.55 ± 1.51	60.66 ± 0.14	58.03 ± 2.75	87.50 ± 0.95	87.69 ± 1.96	88.87 ± 1.62 (0.8)
Yeast	90.70 ± 3.26	88.96 ± 4.59	90.90 ± 1.01	89.02 ± 0.30	89.02 ± 0.30	91.44 ± 2.83	91.73 ± 1.32	93.28 ± 1.18 (0.85)
Occupancy	98.75 ± 0.31	97.68 ± 0.41	83.11 ± 0.79	76.91 ± 0.03	78.34 ± 3.39	98.64 ± 0.71	98.70 ± 0.27	97.22 ± 0.30 (0.9)
Titanic	77.69 ± 3.92	77.60 ± 3.03	77.51 ± 3.78	65.42 ± 5.57	66.24 ± 6.17	77.60 ± 3.85	78.01 ± 3.69	73.15 ± 4.75 (0.8)
Hypothyroid	95.35 ± 1.66	95.23 ± 0.09	95.19 ± 1.47	95.23 ± 1.44	95.23 ± 1.44	96.23 ± 0.67	96.04 ± 0.70	95.23 ± 1.44 (1)
Waveform	82.41 ± 1.81	78.12 ± 0.96	84.82 ± 1.43	66.86 ± 1.86	63.76 ± 5.49	82.56 ± 1.79	83.89 ± 1.99	83.42 ± 1.44 (1)
Two-norm	97.82 ± 0.38	97.76 ± 0.61	97.78 ± 0.34	50.59 ± 3.05	53.15 ± 2.73	96.62 ± 0.63	97.61 ± 0.33	97.74 ± 0.55 (0.9)
Average	90.0933	89.6404	89.1244	76.3122	74.5189	91.1400	91.6544	91.0500

Each bold value is the highest accuracy within each line.