Table 4 Accuracy and F1-score for EEG,... | Emerald Publishing

Table 4

Accuracy and F1-score for EEG, physiological and EEG + physiological modality

Modality	Classifier	Arousal – LA, HA		Valence – LV, HV
Modality	Classifier	Accuracy (%)	F1 score	Accuracy (%)	F1 score
EEG	Logit Boost	53.75	0.536	55.00	0.504
	Naïve Bayes	51.75	0.468	56.75	0.513
	QDA	51.75	0.470	57.00	0.524
	Stacking	56.00	0.560	56.75	0.538
Physiological	Logit Boost	49.50	0.415	59.00	0.592
	Naïve Bayes	49.00	0.395	55.00	0.405
	QDA	48.75	0.394	55.00	0.401
	Stacking	52.25	0.508	57.75	0.576
EEG + Physiological	Logit Boost	46.75	0.451	58.75	0.588
	Naïve Bayes	49.50	0.446	56.50	0.566
	QDA	50.25	0.464	55.25	0.402
	Stacking	53.50	0.534	56.50	0.566

Modality	Classifier	Arousal – LA, HA		Valence – LV, HV
Modality	Classifier	Accuracy (%)	F1 score	Accuracy (%)	F1 score
EEG	Logit Boost	53.75	0.536	55.00	0.504
	Naïve Bayes	51.75	0.468	56.75	0.513
	QDA	51.75	0.470	57.00	0.524
	Stacking	56.00	0.560	56.75	0.538
Physiological	Logit Boost	49.50	0.415	59.00	0.592
	Naïve Bayes	49.00	0.395	55.00	0.405
	QDA	48.75	0.394	55.00	0.401
	Stacking	52.25	0.508	57.75	0.576
EEG + Physiological	Logit Boost	46.75	0.451	58.75	0.588
	Naïve Bayes	49.50	0.446	56.50	0.566
	QDA	50.25	0.464	55.25	0.402
	Stacking	53.50	0.534	56.50	0.566