Mathematical Problems in Engineering / 2014 / Article / Tab 5

Research Article

Optimization ELM Based on Rough Set for Predicting the Label of Military Simulation Data

Table 5

Comparison between three ELM, SVM, and OELM for two datasets.

DatasetsClassifiers /(, )/()Training time (s)TR (%)Dev (%)

Original datasetELM555.003.85
SVM(1, )0.007959.332.67
OELM-S(5, )0.001365.122.89
OELM-R(5, )63.872.95

Reduced datasetELM560.332.79
SVM(1, )0.007760.001.85
OELM-S(5, )0.001874.672.06
OELM-R(6, )72.922.36

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