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

Table 4

Comparison of g-mean.

Number	Data set	-mean (mean ± std (%))
		MKOCSVM	WMKOCSVM	FMKOCSVM	FMKOCSVM_LS
1	Australia	59.19 ± 2.22	65.08 ± 2.39	74.18 ± 2.68	74.74 ± 2.51
2	Balancescaleleft	61.38 ± 2.05	66.17 ± 2.29	66.73 ± 3.22	69.99 ± 3.09
3	Biomed	72.43 ± 5.59	76.80 ± 4.53	78.71 ± 2.98	81.07 ± 4.15
4	Glass	67.74 ± 5.41	74.02 ± 4.38	70.20 ± 5.34	72.51 ± 6.64
5	Heart	63.90 ± 1.79	63.76 ± 3.90	67.82 ± 5.05	70.51 ± 3.45
6	Vowel	79.46 ± 8.26	79.02 ± 4.79	80.42 ± 5.72	84.88 ± 6.24
7	Wine	81.49 ± 7.59	81.20 ± 7.17	82.87 ± 6.71	85.68 ± 9.07
8	Creditcard_cut	72.00 ± 3.37	74.26 ± 3.90	81.36 ± 2.18	83.66 ± 1.91
9	Japan	58.23 ± 4.08	64.59 ± 2.77	73.10 ± 2.91	68.87 ± 3.52
10	Iris	63.87 ± 15.23	69.67 ± 6.95	75.48 ± 13.65	93.87 ± 4.76
11	Breast	60.71 ± 4.85	65.72 ± 5.28	81.22 ± 4.54	92.00 ± 1.93
12	Wdbc	59.06 ± 5.03	55.31 ± 6.78	73.08 ± 4.24	86.41 ± 1.83
13	Pima	51.92 ± 1.91	61.03 ± 2.18	62.39 ± 2.18	64.92 ± 2.09
14	Waveform	68.99 ± 4.39	67.65 ± 3.49	74.13 ± 2.52	78.23 ± 1.87