Two-Dimensional Extreme Learning Machine

Table 2

Training time and testing time (in seconds) for ELM and 2DELM, average values on fifty trails.

Dataset	Training time		Testing time
	ELM	2DELM	ELM	2DELM
Yale_32 × 32	0.1909	0.1919	0.0009	0.0022
Yale_64 × 64	0.0655	0.0568	0.0053	0.0003
ORL_32 × 32	0.1438	0.1304	0.0069	0.0075
ORL_64 × 64	0.1460	0.1685	0.0069	0.0081
UMist	0.1987	0.2290	0.0078	0.0031
GTface	0.6146	0.6043	0.0197	0.0122
PIE	6.5056	6.5642	0.1532	0.1554
Letter	11.1809	11.0386	0.1872	0.1822
Shuttle	29.7740	28.0178	0.4824	0.4671
USPS	6.1127	6.1936	0.0699	0.0736
MNIST	42.2897	42.2875	0.3716	0.3719