TABLE 2.

The average accuracy (ACC_100%) and F1-measure in different algorithms with single-mode and multi-mode data in valence and arousal classification.

Method	Modality	Valence		Arousal
		ACC	F1-measure	ACC	F1-measure
JPDA	EEG	0.529	0.563	0.549	0.615
	PPG	0.561	0.603	0.551	0.589
	GSR	0.537	0.578	0.567	0.619
	RES	0.531	0.574	0.509	0.567
	ALL	0.541	0.576	0.568	0.626
JPDA-BPM	EEG	0.536	0.605	0.525	0.624
	PPG	0.536	0.63	0.551	0.582
	GSR	0.553	0.446	0.537	0.57
	RES	0.517	0.555	0.537	0.613
	ALL	0.533	0.615	0.573	0.613
SSJPDA	EEG	0.604	0.617	0.614	0.645
	PPG	0.588	0.537	0.633	0.634
	GSR	0.605	0.596	0.613	0.618
	RES	0.614	0.643	0.619	0.614
	ALL	0.617	0.627	0.635	0.643
SSJPDA-BPM	EEG	0.621	0.645	0.629	0.655
	PPG	0.62	0.619	0.648	0.652
	GSR	0.608	0.581	0.62	0.65
	RES	0.595	0.601	0.636	0.653
	ALL	0.636	0.653	0.644	0.679

The numbers in bold indicate the highest value of the experimental results.