Research Article

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

Table 9

Multiple kernel classification case: classification training time (s).

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

Plant 0.6545 ± 0.0272 9.1479 ± 0.6296 4.5658 ± 0.5378 7.8680 ± 0.6125 0.0064 ± 0.0006 0.0065 ± 0.0006
PsortPos 0.2062 ± 0.0124 2.3172 ± 0.2031 0.8097 ± 0.0893 2.4892 ± 0.3435 0.0019 ± 0.0005 0.0017 ± 0.0003
PsortNeg 1.5343 ± 0.1060 25.5086 ± 1.1290 11.9782 ± 0.776624.7445 ± 1.0424 0.0187 ± 0.0009 0.0187 ± 0.0011

AVG