Globality-Locality Preserving Maximum Variance Extreme Learning Machine

Table 4

Average training time for different ELM algorithms on UCI datasets and images (training time)(s).

Dataset	ELM	MCVELM	GELM	RDELM	GLELM
	Average	Average	Average	Average	Average
ORL	0.3291	2.7930	1.9805	2.7500	2.8828
Yale	1.1904	1.8145	1.3643	1.7773	1.9258
Yale B	1.7256	3.4258	26.6641	3.5576	4.4004
MNIST	1.4855	1.8996	13.4877	2.0480	2.5569
USPS	1.2862	1.4858	3.0412	1.7109	1.8942
COIL20	1.2890	1.9280	4.3394	2.0825	2.4965
Iris	0.1752	0.1842	0.2321	0.2478	0.3281
Wine	0.2281	0.2547	0.2766	0.2844	0.3547
Segment	0.2813	0.3867	7.5508	0.4672	0.7695
Glass	0.1797	0.1953	0.1709	0.2295	0.3203
Banknote	0.2648	0.2700	1.8924	0.3385	0.3941
Pima	0.2031	0.2285	0.4961	0.2520	0.3496