Ensemble Deep Learning for Biomedical Time Series Classification

Table 7

Performance comparison of different ensemble methods.

Dataset	Method	Sp (%)	Se (%)	GMean (%)	Acc (%)	AUC	NPV = 95%
							TPR (%)	FPR (%)
DS1	YeCRaw	95.61	56.11	73.25	84.21	0.8882	52.663	6.834
	YeC	91.44	69.05	79.46	84.98	0.8965	63.302	8.215
	Bagging	91.68	73.90	82.31	86.55	0.9081	67.005	8.694
	AdaBoost	90.75	75.93	83.01	86.47	0.9116	72.031	9.347
	ViewEL	91.81	74.96	82.96	86.95	0.9172	74.063	9.611
DS2	YeCRaw	95.35	58.84	74.91	84.74	0.9010	65.363	8.399
	YeC	90.84	70.48	80.01	84.92	0.9028	67.815	8.715
	Bagging	91.11	77.31	83.93	87.10	0.9252	77.739	9.988
	AdaBoost	90.62	79.01	84.62	87.25	0.9255	79.503	10.215
	ViewEL	91.47	78.27	84.61	87.64	0.9324	81.468	10.468
DS3	YeCRaw	94.22	56.82	73.17	83.51	0.8829	55.944	7.349
	YeC	89.65	69.59	78.99	83.91	0.8962	67.103	8.797
	Bagging	88.91	75.55	81.96	85.09	0.9033	69.965	9.172
	AdaBoost	88.13	76.84	82.29	84.90	0.9025	71.536	9.378
	ViewEL	89.57	76.29	82.66	85.76	0.9122	74.819	9.809
DS4	YeCRaw	92.51	71.35	81.24	80.57	0.9054	0	0
	YeC	86.87	80.21	83.47	83.11	0.9072	0	0
	Bagging	85.83	83.60	84.70	84.57	0.9140	0	0
	AdaBoost	84.32	84.98	84.65	84.69	0.9172	0.362	0.015
	ViewEL	86.64	84.18	85.40	85.25	0.9215	0.020	0.005
DS5	YeCRaw	91.03	73.22	81.64	81.13	0.9039	0	0
	YeC	84.29	82.58	83.43	83.34	0.9071	0.184	0.008
	Bagging	83.16	84.57	83.86	83.94	0.9106	0	0
	AdaBoost	81.58	86.10	83.81	84.09	0.9143	0.149	0.007
	ViewEL	84.69	84.82	84.76	84.76	0.9187	0	0
DS6	YeCRaw	92.53	70.79	80.93	80.72	0.9052	0	0
	YeC	86.75	80.09	83.35	83.13	0.9069	0	0
	Bagging	85.26	83.32	84.29	84.21	0.9134	0.074	0.006
	AdaBoost	83.51	85.10	84.30	84.37	0.9158	0.108	0.007
	ViewEL	86.31	83.81	85.05	84.96	0.9213	19.835	0.882
DS7	YeCRaw	89.00	71.57	79.81	80.23	0.8885	0	0
	YeC	81.93	81.52	81.72	81.72	0.8944	16.324	0.850
	Bagging	80.77	82.62	81.69	81.70	0.8916	0	0
	AdaBoost	79.46	84.81	82.09	82.15	0.8956	0	0
	ViewEL	82.08	83.02	82.55	82.55	0.9000	10.769	0.561
DS8	YeCRaw	89.14	70.49	79.27	79.29	0.8879	0	0
	YeC	83.27	80.21	81.72	81.65	0.8910	1.989	0.098
	Bagging	81.28	83.02	82.15	82.20	0.8916	8.551	0.410
	AdaBoost	80.21	84.72	82.44	82.59	0.8954	0.014	0.001
	ViewEL	82.69	83.32	83.00	83.02	0.9011	10.889	0.514
DS9	YeCRaw	92.57	64.06	77.01	84.31	0.8789	49.524	6.382
	YeC	86.02	76.90	81.33	83.37	0.8849	54.494	7.039
	Bagging	87.42	72.30	79.50	83.03	0.8804	56.669	7.302
	AdaBoost	85.71	74.22	79.76	82.38	0.8825	59.061	7.611
	ViewEL	86.46	73.37	79.64	82.66	0.8806	53.151	6.850