Research Article

Improving Classification Performance through an Advanced Ensemble Based Heterogeneous Extreme Learning Machines

Table 8

Description of -Statistic experiments. ( is number of samples, #Att. is number of attributes, #Class is number of classes, and #Ens. is number of ensembles).

Dataset#Att.#Class#Ens.

Liver34562700
Satellite12001071300

Feature subspace method
DatasetWave
700
 #Att.10
 #Class3
 #Ens.500
The set of 10 features was divided into permutations subsets (first 500 permutations) of 4, 4, and 2.