Local Similarity-Based Fuzzy Multiple Kernel One-Class Support Vector Machine

Table 5

Comparison of AUC value.

Number	Data set	AUC (mean ± std (%))
		MKOCSVM	WMKOCSVM	FMKOCSVM	FMKOCSVM_LS
1	Australia	62.25 ± 1.99	65.43 ± 2.32	74.35 ± 2.62	74.88 ± 2.49
2	Balancescaleleft	64.21 ± 1.91	66.88 ± 2.27	68.10 ± 3.17	70.64 ± 2.84
3	Biomed	73.27 ± 5.17	77.10 ± 4.41	79.05 ± 2.80	81.22 ± 4.11
4	Glass	71.26 ± 4.31	74.29 ± 4.13	71.26 ± 5.33	73.63 ± 6.37
5	Heart	64.81 ± 1.66	64.08 ± 3.89	68.00 ± 5.10	71.09 ± 2.99
6	Vowel	80.17 ± 7.32	79.49 ± 4.65	80.78 ± 5.64	85.32 ± 5.71
7	Wine	82.23 ± 6.84	81.74 ± 7.02	83.62 ± 1.95	87.04 ± 7.17
8	Creditcard_cut	73.86 ± 2.67	75.25 ± 3.18	81.44 ± 2.20	83.70 ± 1.90
9	Japan	60.84 ± 3.44	64.86 ± 2.79	73. 24 ± 2.84	69.03 ± 3.48
10	Iris	69.90 ± 10.54	71.75 ± 6.32	78.24 ± 9.82	94.17 ± 4.44
11	Breast	67.87 ± 2.95	71.04 ± 3.61	82.53 ± 3.76	92.34 ± 1.76
12	Wdbc	65.65 ± 3.25	63.44 ± 4.02	75.17 ± 3.44	86.50 ± 1.73
13	Pima	57.33 ± 1.84	61.82 ± 2.07	62.75 ± 2.03	65.09 ± 2.18
14	Waveform	70.70 ± 3.86	69.80 ± 2.94	74.35 ± 2.53	78.80 ± 1.82