The Impact of Emotional Music on Active ROI in Patients with Depression Based on Deep Learning: A Task-State fMRI Study

Table 1

Classification scores.

Type of music stimulus	Classification score	kNN	SVM	LR	DNN	GoogleNet	Model in this paper
Positive and negative music	Accuracy	0.5213	0.7979	0.7872	0.9149	0.8617	0.9468
	Recall	0.2979	0.7660	0.7021	0.8936	0.8085	0.8936
	AUC	0.5430	0.8918	0.8628	0.9701	0.9393	0.9887
	F1 score	0.3836	0.7912	0.7674	0.9130	0.8539	0.9438
Positive music	Accuracy	0.3617	0.6596	0.5532	0.8298	0.6808	0.9361
	Recall	1.0	0.8462	0.8462	0.4615	1.0	0.8461
	AUC	0.6538	0.8303	0.7217	0.7805	0.9253	0.9864
	F1 score	0.4643	0.5789	0.5116	0.6	0.6341	0.88
Negative music	Accuracy	0.5532	0.7447	0.6596	0.8298	0.8298	0.8936
	Recall	0.36	0.68	0.56	0.92	0.84	0.8
	AUC	0.7	0.8327	0.7636	0.9655	0.94	0.9909
	F1 score	0.4615	0.7391	0.6363	0.8519	0.84	0.8889