Tri-model classifiers for EEG based mental task classification: hybrid optimization assisted framework

BMC Bioinformatics

Table 4 Statistical study for arousal case

Metrics	SVM [2]	TQWT [9]	Tri classifier + SSO	Tri classifier + BES	Tri classifier + DHOA	Tri classifier + BWO	Tri classifier + HHO	Tri classifier + SSU-BES
Standard Deviation	0.18996	0.21909	0.3315	0.33749	0.3309	0.33514	0.32686	0.43286
Variance	0.036085	0.047998	0.10989	0.1139	0.10949	0.11232	0.10683	0.18737
Mean	0.52573	0.50198	0.58391	0.58238	0.58533	0.58434	0.58291	0.61258
Best	0.74576	0.77273	0.9096	0.87853	0.92655	0.90395	0.91243	0.93913
Worst	0.25424	0.22727	0.090395	0.12147	0.073446	0.096045	0.087571	0.06087

ISSN: 1471-2105