Research Article
Distance Based Multiple Kernel ELM: A Fast Multiple Kernel Learning Approach
Table 8
Multiple kernel classification case: classification accuracy (%). Boldface means no statistical difference from the best one (
val
).
| Data | DBMK-ELM | SimpleMKL [16] | -MK-ELM [23] | R-MK-ELM [23] | ELM [8] | UW |
| Plant | 91.82 ± 1.43 | 67.38 ± 3.43 | 58.85 ± 2.96 | 85.32 ± 2.56 | 78.51 ± 2.23 | 74.79 ± 2.55 | (1.00) | (0.00) | (0.00) | (0.00) | (0.00) | (0.00) |
| PsortPos | 87.92 ± 2.03 | 80.22 ± 2.91 | 70.31 ± 3.35 | 84.14 ± 2.12 | 80.83 ± 2.45 | 81.03 ± 2.69 | (1.00) | (0.00) | (0.00) | (0.00) | (0.00) | (0.00) |
| PsortNeg | 91.52 ± 0.86 | 84.80 ± 1.74 | 73.78 ± 1.82 | 89.75 ± 1.23 | 85.87 ± 1.81 | 87.31 ± 1.42 | (1.00) | (0.00) | (0.00) | (0.00) | (0.00) | (0.00) |
| AVG | 90.42 | 77.47 | 67.64 | 86.40 | 81.74 | 81.04 |
|
|