Research Article
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 | | | | |
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