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

Table 6

Average training time.

Number	Data set	Training time (s)
		MKOCSVM	WMKOCSVM	FMKOCSVM	FMKOCSVM_LS
1	Australia	20.60	48.65	22.67	28.22
2	Balancescaleleft	13.13	30.30	16.85	19.34
3	Biomed	5.43	12.75	6.16	7.68
4	Glass	1.52	5.31	3.17	2.92
5	Heart	7.75	17.87	7.96	9.64
6	Vowel	3.57	5.11	4.58	2.95
7	Wine	1.31	4.89	1.44	3.21
8	Creditcard_cut	38.51	75.93	47.19	54.96
9	Japan	18.81	44.18	20.30	24.42
10	Iris	1.22	4.22	1.70	1.88
11	Breast	32.86	51.27	33.24	47.58
12	Wdbc	18.71	45.89	23.86	28.26
13	Pima	38.49	68.94	51.42	57.08
14	Waveform	14.91	37.20	20.84	21.97