Distance Based Multiple Kernel ELM: A Fast Multiple Kernel Learning Approach

Table 7

Regression case: regression training time (s).

Data	DBMK-ELM	SimpleMKL [16]	ELM [8]	UW
PM10	0.0430 ± 0.0021	7.3150 ± 4.2744	0.0010 ± 0.0002	0.0010 ± 0.0002
Bodyfat	0.0088 ± 0.0009	5.4048 ± 3.9174	0.0004 ± 0.0001	0.0004 ± 0.0001
Housing	0.0451 ± 0.0028	18.3088 ± 11.7929	0.0011 ± 0.0002	0.0010 ± 0.0002
Pollution	0.0004 ± 0.0000	0.0829 ± 0.0384	0.0001 ± 0.0000	0.0001 ± 0.0000
Servo	0.0036 ± 0.0004	1.6819 ± 1.0180	0.0003 ± 0.0003	0.0002 ± 0.0000
Spacega	0.1954 ± 0.0040	42.0023 ± 54.0406	0.0058 ± 0.0008	0.0058 ± 0.0008
Yacht	0.0152 ± 0.0012	4.8831 ± 2.3245	0.0005 ± 0.0001	0.0005 ± 0.0001
AVG