A Novel Deep Neural Network for Robust Detection of Seizures Using EEG Signals

Table 4

Accuracies (%) of 10-fold cross-validation using model M7.

Data sets combination	K1	K2	K3	K4	K5	K6	K7	K8	K9	K10	Mean
A vs. E	100	99.57	99.57	99.35	99.35	99.57	99.13	99.57	99.35	99.78	99.52
B vs. E	99.78	99.13	99.57	98.91	99.13	99.35	98.70	98.70	98.70	99.13	99.11
C vs. E	99.35	98.04	98.04	96.96	98.26	97.39	97.39	97.83	98.48	98.48	98.02
D vs. E	97.61	98.04	98.26	98.04	97.17	98.04	96.52	97.17	96.52	98.91	97.63
AB vs. E	99.57	99.13	99.57	99.57	99.57	99.13	99.57	99.13	99.57	98.99	99.38
AC vs. E	99.28	98.70	99.13	98.84	99.13	98.70	98.99	99.57	99.42	98.55	99.03
AD vs. E	98.12	97.83	98.41	98.70	98.41	98.41	98.55	98.55	99.13	98.84	98.50
BC vs. E	98.70	98.41	97.68	98.55	98.55	98.99	98.84	99.28	99.57	98.26	98.68
BD vs. E	97.39	97.10	97.54	98.84	98.26	97.54	98.41	97.97	97.83	97.39	97.83
CD vs. E	97.68	97.54	98.41	97.83	98.41	97.25	98.84	98.41	97.97	97.97	98.03
ABC vs. E	99.24	98.26	99.24	98.91	98.80	99.02	98.91	99.24	98.91	98.37	98.89
ABD vs. E	98.80	98.37	98.80	98.26	98.80	99.35	98.48	97.93	98.15	98.26	98.52
BCD vs. E	98.26	97.61	98.59	98.26	98.59	99.24	98.04	98.70	97.93	98.37	98.36
ABCD vs. E	98.96	99.22	98.70	98.52	98.35	99.22	98.78	98.61	99.13	98.09	98.76
A vs. C vs. E	96.04	97.05	97.00	97.39	94.98	97.58	97.00	96.09	96.81	97.39	96.73
A vs. D vs. E	97.63	97.10	97.54	95.94	97.00	96.67	97.39	97.87	96.81	96.43	97.04
B vs. C vs. E	97.63	97.97	98.12	97.68	98.36	97.20	97.87	99.03	97.68	97.58	97.91
B vs. D vs. E	98.35	98.30	98.07	97.49	98.26	97.97	97.20	98.45	98.45	98.06	98.06
AB vs. CD vs. E	96.70	97.10	97.74	96.43	96.72	97.97	94.96	97.91	96.96	97.25	96.97
A vs. B vs. C vs. D vs. E	92.99	94.37	94.00	93.41	93.36	92.73	93.74	93.25	93.74	93.91	93.55