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.

Datasets	Classifiers	/(, )/()	Training time (s)	TR (%)	Dev (%)
Original dataset	ELM	5		55.00	3.85
	SVM	(1, )	0.0079	59.33	2.67
	OELM-S	(5, )	0.0013	65.12	2.89
	OELM-R	(5, )		63.87	2.95
Reduced dataset	ELM	5		60.33	2.79
	SVM	(1, )	0.0077	60.00	1.85
	OELM-S	(5, )	0.0018	74.67	2.06
	OELM-R	(6, )		72.92	2.36