Atrial Fibrillation Beat Identification Using the Combination of Modified Frequency Slice Wavelet Transform and Convolutional Neural Networks

Table 4

The experimental results.

Fold	Test data				Training data
	Acc (%)	Se (%)	Sp (%)	AUC	Acc (%)	Se (%)	Sp (%)	AUC
1	86.63	77.95	95.97	0.95	97.59	96.68	98.54	0.99
2	86.82	84.28	88.62	0.93	98.21	97.81	98.62	0.99
3	83.55	78.90	87.38	0.91	97.80	96.77	98.88	0.99
4	65.93	58.59	72.08	0.70	98.26	98.51	98.00	0.98
5	82.41	75.06	87.99	0.90	98.40	98.56	98.24	0.99
Mean	81.07	74.96	86.41	0.88	98.05	97.67	98.46	0.99
SD	8.68	9.74	8.73	0.10	0.34	0.91	0.34	0
Mean^#	84.85	79.05	89.99	0.92	98.00	97.46	98.57	0.99
SD^#	1.92	3.34	3.48	0.02	0.32	0.78	0.23	0

^#The results only from the average of the folds 1, 2, 3, and 5.