An automated detection of epileptic seizures EEG using CNN classifier based on feature fusion with high accuracy

Table 4 Accuracy, sensitivity, specificity, and precision results of SVM, CNN, and GA-BP classifiers

	Accuracy (%)			Sensitivity (%)			Specificity (%)			Precision (%)
	CNN	SVM	GA-BP	CNN	SVM	GA-BP	CNN	SVM	GA-BP	CNN	SVM	GA-BP
case1	99.30	99.30	99.10	98.62	98.62	98.18	100	100	100	100	100	100
case2	98.10	95.20	96.70	97.39	91.86	95.92	99.01	98.54	97.18	98.99	98.63	97.22
case3	99.90	97.30	98.70	100	96.64	97.81	99.80	97.90	99.62	99.81	98.09	99.58
case4	99.20	96.00	97.90	99.42	93.98	98.04	98.82	98.18	97.79	98.80	98.20	97.90
case5	99.00	97.13	97.67	97.71	92.59	94.24	99.68	99.34	99.25	99.47	98.41	98.18
case6	99.40	98.80	99.47	98.45	97.02	98.72	99.91	99.70	99.91	99.75	99.38	99.76
case7	99.28	96.67	97.80	98.91	91.17	94.55	99.42	99.26	99.50	98.80	98.31	98.98
case8	98.40	96.67	97.93	96.32	90.38	94.94	99.38	99.81	99.49	98.86	99.52	99.03
case9	97.46	91.47	95.20	95.35	80.91	91.85	98.50	97.28	96.87	96.92	94.25	93.61
case10	99.07	96.20	97.47	98.85	93.00	95.69	99.20	98.05	98.37	98.42	96.34	96.83
case11	98.95	97.25	97.95	97.17	89.50	94.47	99.59	99.80	99.25	98.87	99.37	97.92
case12	97.30	94.15	97.00	92.66	81.51	91.21	98.79	98.11	98.88	96.37	93.67	96.42
case13	98.65	97.53	97.85	97.14	94.69	95.32	99.20	98.49	98.69	97.59	95.32	95.94
case14	97.65	94.05	96.25	94.43	81.56	89.67	98.67	98.02	98.63	95.96	93.59	95.45
case15	98.47	96.33	97.16	95.80	84.24	89.64	99.16	99.03	99.04	96.74	95.24	96.13
case16	100	99.34	99.17	100	99.04	100	100	99.71	98.43	100	99.67	98.37
case17	97.33	96.69	96.01	97.10	96.72	97.51	97.53	96.56	94.36	97.88	96.84	95.10
case18	98.33	97.43	98.12	97.53	96.27	96.65	98.83	98.17	98.78	97.79	96.24	97.83

ISSN: 1472-6947