Capped -Norm Proximal Support Vector Machine

Table 5

Classification results on 20% 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	57.96 ± 3.95	61.12 ± 7.71	52.06 ± 6.84	57.96 ± 4.89	57.37 ± 5.02	56.70 ± 5.88	55.89 ± 5.97	60.16 ± 7.96 (0.7)
Echo	85.98 ± 9.28	89.45 ± 6.00	85.98 ± 9.28	83.64 ± 9.09	70.75 ± 9.59	85.98 ± 9.28	81.18 ± 13.57	94.51 ± 6.76 (0.75)
Heartstatlog	82.96 ± 7.85	83.33 ± 5.56	82.59 ± 5.80	70.37 ± 10.62	58.52 ± 5.18	75.19 ± 6.99	83.33 ± 4.36	92.22 ± 8.63 (0.75)
Heartc	87.56 ± 6.87	87.86 ± 5.34	90.47 ± 5.24	70.38 ± 16.19	60.77 ± 11.34	87.20 ± 5.84	89.46 ± 4.39	92.22 ± 9.50 (0.9)
Diabetics	73.44 ± 3.77	73.45 ± 4.07	65.89 ± 5.67	64.45 ± 5.64	63.54 ± 7.60	73.96 ± 4.80	74.35 ± 4.22	79.30 ± 5.48 (0.8)
Spect	79.37 ± 4.85	79.12 ± 1.66	79.00 ± 4.49	79.37 ± 4.85	71.92 ± 11.70	78.99 ± 5.21	79.00 ± 5.12	79.76 ± 4.43 (0.7)
Hourse	82.35 ± 6.70	82.33 ± 5.78	80.97 ± 5.55	64.67 ± 10.71	60.66 ± 6.02	79.96 ± 5.35	79.99 ± 5.01	82.71 ± 7.07 (1)
TicTacToe	69.84 ± 4.82	68.12 ± 1.01	72.14 ± 4.86	65.66 ± 7.95	57.62 ± 5.44	66.92 ± 4.54	73.18 ± 4.97	73.80 ± 5.56 (1)
Ionosphere	62.23 ± 25.84	73.24 ± 9.12	75.23 ± 8.50	64.13 ± 6.07	61.80 ± 7.25	82.36 ± 5.80	82.08 ± 8.00	97.45 ± 5.76 (0.8)
Monks3	88.92 ± 4.87	66.47 ± 9.61	82.76 ± 9.59	66.39 ± 9.74	58.60 ± 5.68	71.34 ± 5.01	74.78 ± 4.83	84.95 ± 4.62 (0.8)
House _ votes	88.27 ± 3.35	81.64 ± 15.27	89.88 ± 3.50	83.88 ± 6.03	58.45 ± 7.51	87.82 ± 4.46	87.82 ± 3.75	89.91 ± 4.32 (0.9)
Sonar	73.42 ± 9.24	73.14 ± 9.40	71.75 ± 10.27	55.18 ± 10.44	61.49 ± 8.76	73.50 ± 10.14	72.86 ± 9.01	92.96 ± 9.70 (0.75)
Australian	76.38 ± 4.78	84.34 ± 3.54	75.95 ± 5.39	71.76 ± 8.68	59.86 ± 7.12	74.80 ± 5.07	73.77 ± 3.65	74.36 ± 3.76 (1)
Haberman	74.90 ± 8.33	74.55 ± 5.84	73.19 ± 6.14	73.84 ± 6.22	67.98 ± 8.39	73.52 ± 6.28	70.70 ± 14.25	75.25 ± 9.74 (0.8)
PimaIndian	75.00 ± 5.28	74.74 ± 4.64	65.63 ± 5.22	64.06 ± 4.84	64.46 ± 4.74	74.48 ± 4.15	75.12 ± 5.52	78.90 ± 4.32 (0.9)
Credit	85.50 ± 5.25	83.76 ± 4.85	85.66 ± 5.29	76.09 ± 6.55	60.00 ± 7.96	85.79 ± 3.42	84.20 ± 5.93	87.09 ± 6.52 (1)
Breast	95.57 ± 2.17	94.71 ± 2.86	89.99 ± 2.55	96.29 ± 2.51	68.12 ± 6.81	95.00 ± 2.15	95.43 ± 2.30	95.57 ± 2.24 (0.7)
Hepatitis	81.83 ± 6.33	80.58 ± 5.53	80.04 ± 5.44	76.75 ± 4.65	58.63 ± 7.78	81.25 ± 6.69	83.83 ± 6.41	88.33 ± 5.66 (0.75)
Average	78.9711	78.4421	77.7322	71.3817	62.2522	78.0422	78.7206	84.4139

Each bold value is the highest accuracy within each line.