Capped -Norm Proximal Support Vector Machine

Table 6

Classification results on 30% 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	56.24 ± 6.41	58.79 ± 2.51	57.44 ± 5.78	57.96 ± 4.89	57.21 ± 6.04	58.59 ± 5.46	53.16 ± 7.96	62.90 ± 7.91 (0.75)
Echo	86.98 ± 9.10	88.30 ± 5.66	92.23 ± 7.93	83.82 ± 12.10	69.63 ± 10.93	92.23 ± 7.93	87.72 ± 10.09	90.11 ± 11.90 (0.75)
Heartstatlog	81.85 ± 7.08	81.85 ± 5.35	82.22 ± 7.77	72.59 ± 13.99	59.26 ± 7.41	82.22 ± 8.34	84.07 ± 7.62	89.63 ± 8.15 (0.7)
Heartc	88.01 ± 4.40	87.46 ± 4.13	90.04 ± 5.72	65.91 ± 8.82	59.98 ± 6.74	89.72 ± 5.25	88.75 ± 5.24	97.64 ± 1.64 (0.75)
Diabetics	66.01 ± 6.53	67.18 ± 3.50	65.11 ± 6.02	65.38 ± 6.44	62.38 ± 5.11	66.54 ± 6.86	66.01 ± 6.79	72.39 ± 6.41 (0.85)
Spect	79.00 ± 4.49	78.83 ± 1.46	79.37 ± 4.85	79.37 ± 4.85	72.25 ± 8.92	79.36 ± 5.55	74.83 ± 9.73	79.76 ± 4.43 (0.8)
Hourse	80.01 ± 5.94	80.15 ± 5.66	80.68 ± 5.97	67.38 ± 14.08	60.33 ± 7.13	81.31 ± 4.27	80.97 ± 4.00	81.65 ± 4.28 (0.95)
TicTacToe	71.49 ± 30.27	67.92 ± 1.23	98.33 ± 1.41	68.18 ± 5.54	55.53 ± 4.19	98.33 ± 1.41	98.33 ± 1.57	98.33 ± 1.41 (1)
Ionosphere	73.79 ± 17.85	72.43 ± 6.45	81.18 ± 5.79	66.42 ± 9.85	65.48 ± 9.45	81.79 ± 5.26	82.93 ± 6.58	98.57 ± 3.09 (0.8)
Monks3	88.69 ± 4.94	66.66 ± 4.90	82.29 ± 10.05	65.53 ± 8.12	53.94 ± 2.79	71.55 ± 3.86	72.69 ± 6.06	84.97 ± 6.34 (0.9)
House _ votes	95.61 ± 2.59	95.66 ± 2.38	92.86 ± 3.38	85.46 ± 8.42	63.53 ± 9.89	95.61 ± 3.00	95.38 ± 2.70	97.00 ± 2.18 (0.75)
Sonar	76.28 ± 8.67	77.00 ± 9.52	71.79 ± 10.44	53.67 ± 9.15	59.32 ± 5.63	75.22 ± 11.86	74.06 ± 10.88	88.83 ± 15.47 (0.75)
Australian	85.67 ± 3.60	85.51 ± 3.87	85.53 ± 3.45	76.83 ± 5.05	56.51 ± 5.07	84.51 ± 3.63	82.89 ± 7.53	87.26 ± 2.97 (1)
Haberman	74.25 ± 8.93	73.16 ± 7.51	73.52 ± 6.28	73.52 ± 6.28	73.85 ± 6.36	73.52 ± 6.28	71.94 ± 5.54	77.15 ± 7.79 (0.75)
PimaIndian	75.91 ± 4.41	76.05 ± 4.42	65.63 ± 5.07	65.11 ± 4.07	61.59 ± 5.65	76.95 ± 4.27	75.91 ± 4.32	78.51 ± 5.12 (0.85)
Credit	86.08 ± 5.65	83.20 ± 3.15	85.22 ± 5.70	80.73 ± 8.69	57.83 ± 6.52	83.63 ± 6.09	84.93 ± 4.89	85.64 ± 6.39 (1)
Breast	93.42 ± 2.38	93.99 ± 1.93	84.12 ± 2.06	92.29 ± 5.04	69.07 ± 6.71	92.42 ± 3.50	93.99 ± 3.94	94.13 ± 2.67 (0.75)
Hepatitis	79.83 ± 7.57	78.65 ± 2.10	79.96 ± 8.52	78.75 ± 6.45	58.83 ± 7.36	77.88 ± 13.08	85.13 ± 8.23	87.08 ± 7.09 (0.75)
Average	79.9511	78.4876	80.4178	72.1611	62.0289	81.1878	80.7606	86.1972

Each bold value is the highest accuracy within each line.