Table 2.

Performance Comparison with Benchmark Approaches in Category 1.

		N vs. AF	N vs. I-AVB	N vs. LBBB	N vs. RBBB	N vs. PAC	N vs. PVC	N vs. STD	N vs. STE
12ECG + HandFeatures + D-SVDD	Accuracy	0.9505	0.7600	0.9644	0.8623	0.7525	0.8254	0.5874	0.9018
	AUROC	0.9726	0.8261	0.9696	0.9031	0.8061	0.8671	0.5806	0.8602
	F-score	0.9552	0.7000	0.8889	0.8968	0.6726	0.7660	0.4586	0.5217
12ECG + MPCA + D-SVDD	Accuracy	0.6213	0.6492	0.8844	0.8375	0.6689	0.6825	0.6017	0.8616
	AUROC	0.6325	0.6630	0.7099	0.8897	0.6183	0.7042	0.6021	0.6313
	F-score	0.7119	0.5440	0.4800	0.8850	0.3265	0.6063	0.6293	0.4364
12ECG + D-SVDD	Accuracy	0.7129	0.6985	0.9467	0.8681	0.6823	0.7143	0.5387	0.9018
	AUROC	0.7555	0.7153	0.9183	0.9190	0.6287	0.7259	0.5005	0.8094
	F-score	0.7264	0.6288	0.8065	0.9021	0.3066	0.5982	0.3264	0.5417
GADF + MPCA + D-SVDD (proposed)	Accuracy	0.9752	0.9754	0.9733	0.9981	0.9666	0.9333	0.9570	0.9821
	AUROC	0.9849	0.9973	0.9598	0.9999	0.9860	0.9647	0.9804	0.9964
	F-score	0.9771	0.9712	0.9062	0.9986	0.9541	0.9231	0.9550	0.9394