Capped -Norm Proximal Support Vector Machine

Table 3

Classification results on original 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	59.99 ± 6.43	59.97 ± 5.49	66.08 ± 5.80	57.96 ± 4.89	57.37 ± 5.20	63.00 ± 9.23	63.68 ± 12.92	73.77 ± 10.67 (0.8)
Echo	81.83 ± 17.60	90.22 ± 7.48	91.61 ± 9.06	80.01 ± 9.09	68.24 ± 9.91	92.23 ± 7.93	89.94 ± 10.76	89.34 ± 8.95 (0.75)
Heartstatlog	82.96 ± 8.04	83.70 ± 2.46	81.48 ± 6.30	66.30 ± 6.86	64.81 ± 9.28	81.85 ± 7.50	83.70 ± 5.84	95.93 ± 6.86 (0.85)
Heartc	88.87 ± 6.05	89.48 ± 4.13	96.12 ± 3.74	76.64 ± 7.56	63.97 ± 13.99	87.88 ± 5.47	89.02 ± 6.67	89.17 ± 11.96 (0.95)
Diabetics	75.91 ± 4.08	75.39 ± 3.93	74.22 ± 5.47	64.72 ± 6.85	63.93 ± 7.16	75.27 ± 5.75	76.17 ± 4.70	79.95 ± 5.33 (0.85)
Spect	79.37 ± 4.85	80.03 ± 1.15	78.26 ± 4.30	79.00 ± 4.49	68.59 ± 9.48	79.37 ± 4.85	78.63 ± 4.75	80.88 ± 4.18 (0.9)
Hourse	80.34 ± 5.88	82.78 ± 3.41	80.64 ± 5.26	67.31 ± 9.16	57.95 ± 7.31	81.30 ± 5.12	79.36 ± 5.00	81.68 ± 4.13 (1)
TicTacToe	91.25 ± 22.22	98.33 ± 1.25	98.33 ± 1.41	67.75 ± 6.12	56.90 ± 4.12	98.33 ± 1.41	98.33 ± 1.41	89.79 ± 12.52 (1)
Ionosphere	72.39 ± 17.52	73.30 ± 5.88	79.46 ± 6.28	66.97 ± 7.29	64.40 ± 8.03	83.46 ± 6.17	84.32 ± 6.05	97.12 ± 5.74 (0.8)
Monks3	87.80 ± 6.44	67.35 ± 7.00	87.29 ± 4.97	70.62 ± 6.45	54.19 ± 3.79	70.40 ± 3.93	74.07 ± 4.32	84.72 ± 3.26 (0.95)
House_votes	95.61 ± 2.59	72.31 ± 27.89	95.17 ± 2.29	91.02 ± 3.00	68.22 ± 10.40	94.93 ± 2.42	95.16 ± 2.09	94.69 ± 3.49 (0.9)
Sonar	74.51 ± 8.97	77.00 ± 9.52	74.05 ± 8.00	57.65 ± 9.12	59.58 ± 10.14	74.84 ± 12.27	74.54 ± 7.12	86.34 ± 7.96 (0.9)
Australian	85.67 ± 3.72	84.63 ± 3.18	84.94 ± 3.62	75.11 ± 7.35	69.90 ± 9.90	86.68 ± 3.90	85.38 ± 3.55	85.23 ± 3.98 (1)
Haberman	72.91 ± 10.43	75.84 ± 5.81	71.26 ± 7.83	68.68 ± 10.77	69.00 ± 8.24	72.23 ± 7.96	73.25 ± 8.91	76.88 ± 12.04 (0.85)
PimaIndian	76.69 ± 5.55	75.27 ± 4.25	74.35 ± 3.77	64.98 ± 4.57	64.43 ± 7.18	74.61 ± 5.94	74.99 ± 5.70	77.06 ± 6.17 (0.95)
Credit	84.64 ± 6.23	85.65 ± 3.43	85.37 ± 5.25	73.00 ± 9.85	62.00 ± 8.41	86.38 ± 4.28	84.93 ± 4.57	82.02 ± 8.31 (1)
Breast	95.28 ± 10.05	95.57 ± 3.22	91.14 ± 6.48	92.99 ± 2.38	69.39 ± 6.95	91.85 ± 5.90	95.72 ± 7.05	96.14 ± 6.34 (0.8)
Hepatitis	79.17 ± 0.31	81.34 ± 3.07	78.63 ± 0.79	79.38 ± 0.03	60.75 ± 3.39	81.25 ± 0.71	83.21 ± 0.31	89.08 ± 0.30 (0.9)
Average	81.3995	80.4539	82.6889	72.2274	63.5342	81.9921	82.4668	86.0995