Table 2:

Performance Using Two-Channel ECG (N=221). RT (realtime), Retro (retrospective).

		Event	Features	Sens.	Spec.	Prec.	F1	AUC	Score
1	MLP	RT	FFT 3-sec interval	0.89	0.73	0.45	0.60	0.87 (0.80, 0.94)	67.98
2	PCA-MLP	RT	FFT 3-sec interval	0.87	0.78	0.48	0.62	0.89 (0.83, 0.96)	69.29
3	SDAE	RT	FFT 3-sec interval	0.84	0.79	0.51	0.63	0.89 (0.82, 0.95)	68.49
4	MLP	RT	FFT of beats	0.89	0.67	0.52	0.64	0.89 (0.83, 0.96)	71.65
5	PCA-MLP	RT	FFT of beats	0.89	0.80	0.50	0.65	0.88 (0.82, 0.95)	73.82
6	SDAE	RT	FFT of beats	0.89	0.86	0.62	0.73	0.91 (0.85, 0.97)	77.59
7	Challenge,1st	RT	ECG	0.89	0.80	-	-	-	75.10
8	Challenge, 2nd	RT	ECG/ABP	0.82	0.84	-	-	-	72.73
9	Challenge, 1st	RT/Retro	ECG	0.90	0.82	-	-	-	76.75
10	Challenge, 2nd	RT/Retro	ECG/ABP	0.85	0.84	-	-	-	75.07