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-ELMSimpleMKL [16] -MK-ELM [23] R-MK-ELM [23] ELM [8] UW

Plant 91.82 ± 1.4367.38 ± 3.43 58.85 ± 2.9685.32 ± 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 ± 2.0380.22 ± 2.91 70.31 ± 3.3584.14 ± 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 ± 0.8684.80 ± 1.7473.78 ± 1.8289.75 ± 1.23 85.87 ± 1.81 87.31 ± 1.42
(1.00) (0.00) (0.00) (0.00) (0.00) (0.00)

AVG90.4277.47 67.64 86.40 81.74 81.04