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

Table 7

Standard deviation of accuracy rates of AELME and base classifiers upon Climate dataset. , , , , and instances are selected in sequence, corresponding to 1st to the 5th group, respectively.

Group	AELME	ELM	ELMR	ELML2
1st	0.034577	0.116800	0.081347	0.110030
2nd	0.025810	0.098455	0.153540	0.0769327
3rd	0.044799	0.126870	0.085248	0.096722
4th	0.021785	0.048463	0.056345	0.039907
5th	0.026814	0.055462	0.050303	0.062163