Sparse Representation-Based Extreme Learning Machine for Motor Imagery EEG Classification

Table 3

Comparisons of classification results on each dataset using different methods.

Method	Liver Disorders	Diabetes	Waveform	COIL-20
	Acc ± sd	Acc ± sd	Acc ± sd	Acc ± sd
ELM	72.15 ± 1.54	74.22 ± 1.10	84.45 ± 0.69	96.14 ± 1.03
FDDL	65.77 ± 4.45	65.43 ± 2.49	79.18 ± 1.19	96.48 ± 0.85
H-ELM	74.01 ± 0.87	71.67 ± 1.26	84.72 ± 0.30	97.13 ± 0.71
FDDL-ELM	72.38 ± 1.49	75.33 ± 0.68	85.02 ± 0.32	98.33 ± 0.62