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

BMC Bioinformatics

Table 3 Statistical study for valence 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	0.17689	0.25477	0.36446	0.34908	0.36945	0.34208	0.36528	0.43297
Variance	0.031289	0.064906	0.13283	0.12186	0.13649	0.11702	0.13343	0.18746
Mean	0.5123	0.49631	0.5844	0.57921	0.57657	0.57072	0.57479	0.60746
Best	0.69486	0.84592	0.89124	0.87613	0.92749	0.89124	0.92447	0.95659
Worst	0.30514	0.15408	0.10876	0.12387	0.072508	0.10876	0.075529	0.043413

ISSN: 1471-2105