Capped -Norm Proximal Support Vector Machine

Table 4

Classification results on 10% noise small-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
BUPA	60.35 ± 6.76	61.15 ± 5.06	67.89 ± 5.90	58.38 ± 6.05	58.53 ± 5.83	62.77 ± 10.19	67.55 ± 9.19	74.66 ± 8.04 (0.85)
Echo	86.53 ± 9.63	88.49 ± 7.94	92.23 ± 7.93	81.65 ± 14.24	69.07 ± 10.85	92.23 ± 7.93	85.72 ± 11.65	91.39 ± 5.62 (0.7)
Heartstatlog	83.70 ± 7.24	84.07 ± 3.33	81.85 ± 7.90	74.44 ± 10.54	71.11 ± 11.01	82.22 ± 7.96	82.59 ± 8.74	93.70 ± 4.64 (0.8)
Heartc	89.12 ± 4.73	88.22 ± 3.96	90.19 ± 5.06	78.20 ± 11.97	66.27 ± 12.16	89.21 ± 5.01	89.78 ± 5.40	93.08 ± 10.48 (0.95)
Diabetics	75.91 ± 4.13	75.25 ± 3.77	74.22 ± 5.47	65.37 ± 5.79	63.29 ± 7.20	75.40 ± 5.56	74.87 ± 4.35	80.06 ± 5.78 (0.8)
Spect	79.37 ± 4.85	79.35 ± 1.43	79.37 ± 4.85	79.37 ± 4.85	67.35 ± 7.36	79.37 ± 4.85	77.85 ± 6.47	80.88 ± 4.18 (0.95)
Hourse	79.06 ± 5.62	80.78 ± 7.66	80.32 4.04	69.62 ± 5.49	58.99 ± 8.01	80.97 ± 5.55	80.02 ± 4.83	82.36 ± 4.32 (0.95)
TicTacToe	75.52 ± 30.36	98.33 ± 0.68	98.33 ± 1.41	69.33 ± 9.80	54.80 ± 3.56	98.33 ± 1.41	98.33 ± 1.41	91.97 ± 7.89 (1)
Ionosphere	77.77 ± 7.08	73.84 ± 8.39	76.62 ± 7.38	63.54 ± 7.54	68.69 ± 7.37	83.48 ± 5.48	82.62 ± 5.26	96.86 ± 6.93 (0.75)
Monks3	68.84 ± 8.78	66.69 ± 6.47	70.86 ± 4.63	63.27 ± 15.65	55.73 ± 6.72	72.03 ± 6.49	74.28 ± 4.54	73.85 ± 7.89 (1)
House _ votes	95.61 ± 2.59	95.67 ± 3.72	93.32 ± 3.72	88.96 ± 5.25	65.22 ± 11.99	95.61 ± 3.36	95.16 ± 2.58	96.78 ± 1.60 (1)
Sonar	73.19 ± 7.81	76.86 ± 9.40	72.81 ± 9.92	58.21 ± 11.98	63.89 ± 8.01	73.26 ± 11.62	76.41 ± 7.24	80.56 ± 16.44 (0.7)
Australian	85.96 ± 3.58	85.35 ± 2.85	85.39 ± 4.33	76.40 ± 5.01	61.86 ± 8.89	86.82 ± 3.19	84.78 ± 3.77	84.66 ± 4.10 (1)
Haberman	73.26 ± 11.27	74.52 ± 4.50	70.94 ± 9.78	73.52 ± 6.81	68.32 ± 9.72	73.52 ± 6.28	73.52 ± 6.51	77.87 ± 10.01 (0.75)
PimaIndian	75.39 ± 3.53	75.64 ± 4.96	65.63 ± 5.07	64.07 ± 4.67	64.06 ± 4.60	76.56 ± 4.17	75.64 ± 5.65	76.41 ± 5.72 (1)
Credit	85.07 ± 5.64	83.79 ± 3.84	85.81 ± 5.48	78.85 ± 3.60	59.28 ± 4.71	86.38 ± 4.89	83.48 ± 4.43	84.48 ± 8.72 (1)
Breast	95.14 ± 1.53	95.14 ± 3.08	90.85 ± 2.40	93.41 ± 5.17	63.79 ± 4.13	91.84 ± 3.71	96.00 ± 2.40	96.29 ± 1.59 (0.7)
Hepatitis	78.46 ± 12.98	81.92 ± 4.87	77.38 ± 4.81	80.00 ± 1.86	62.75 ± 8.74	78.04 ± 8.86	83.88 ± 4.59	88.96 ± 7.30 (0.8)
Average	79.9028	81.3933	80.7783	73.1439	63.5000	82.1133	82.3600	85.8233

Each bold value is the highest accuracy within each line.