Automatic Identification of Interictal Epileptiform Discharges in Secondary Generalized Epilepsy

Table 4

Accuracy of classifying EDs and normal segments: PR denotes the proposed method, WL denotes the wavelet-based method, and PR + WL denotes a method in which the features of the proposed method and wavelet features were utilized together. Please note sensitivity of a type is equal to the specificity of the other type because this is binary classification.

Iteration number	/			/			Selectivity			Accuracy
	PR	WL	PR + WL	PR	WL	PR + WL	PR	WL	PR + WL	PR	WL	PR + WL
1	95.00	94.44	87.22	93.85	89.53	95.80	93.87	89.63	95.64	94.42	91.99	91.51
2	93.92	93.92	90.61	93.73	89.24	95.65	93.73	89.33	95.55	93.83	91.58	93.13
3	91.71	92.82	85.64	93.67	89.78	95.75	93.63	89.84	95.55	92.69	91.30	90.69
4	91.67	94.44	90.00	93.36	88.91	95.49	93.33	89.02	95.38	92.51	91.68	92.74
5	93.92	95.58	90.06	93.13	89.18	95.23	93.15	89.31	95.13	93.53	92.38	92.64
6	96.11	93.89	89.44	93.35	89.41	95.74	93.40	89.50	95.61	94.73	91.65	92.59
7	91.11	92.78	87.22	93.23	89.44	95.47	93.19	89.51	95.32	92.17	91.11	91.35
8	95.03	88.95	88.40	93.86	89.86	95.87	93.88	89.84	95.72	94.44	89.41	92.13
9	95.03	91.16	87.29	93.46	89.45	95.51	93.49	89.49	95.35	94.24	90.31	91.40
10	96.67	92.78	86.67	93.41	89.43	96.13	93.48	89.50	95.95	95.04	91.11	91.40
Avg.	94.02	93.08	88.25	93.50	89.42	95.66	93.51	89.49	95.52	93.76	91.25	91.96
St dev.	1.94	1.90	1.69	0.26	0.28	0.25	0.26	0.25	0.23	1.00	0.86	0.79