Automatic Epileptic Seizure Detection Using PSO-Based Feature Selection and Multilevel Spectral Analysis for EEG Signals

Table 3

The classification results without feature selection.

PID	SVM							RF							-NN
	1	99.00	97.89	100	98.89	98.26	100	94.55	100	100	100	100	100	100	100	95.01	94.22	95.99	95.06	93.99	95.98	97.4
2	90.75	97.5	83.71	88.83	97.5	87.69	98.21	94.83	96.36	96	95.58	94.29	94.29	100	94.92	94.92	95.56	94.79	95.28	95.56	98.7
3	90.72	88.61	93.44	90.91	87.98	93.27	92.98	96.72	96.14	97.61	96.77	95.17	98.08	99.42	89.05	86.05	93.16	89.38	84.47	92.92	95.15
5	97.74	96.56	99.33	97.91	96.01	99.1	99.83	99.25	98.64	100	99.31	98.36	100	99.97	93.21	93.69	93.4	93.28	94.35	92.24	98.85
7	93.44	95.65	91.01	93.11	96.17	91.32	95.54	93.51	94.99	92.51	93.55	94.79	92.38	99.37	90.19	90.44	89.9	90	91.27	89.12	96.72
8	85.62	90.74	78.69	84.11	92.57	81.52	94.49	95.06	96.19	93.38	94.69	96.54	94.27	98.43	87.64	87.48	88.06	87.75	87.28	87.6	93.4
9	96.8	95.71	97.78	96.54	95.26	98.82	99.49	96.8	97.5	96.9	97.06	96.36	96.9	99.87	94.4	93.85	95.13	94.28	93.6	95.6	97.41
10	98.52	99.05	98.57	98.77	99	97.33	99.95	100	100	100	100	100	100	100	95.56	98.08	93.11	95.5	97.8	93.28	99.16
11	95.19	96.82	93.59	95.15	96.94	93.48	99.01	97.97	99.43	96.26	97.79	99.51	97.8	99.42	95.7	95.66	95.93	95.69	95.31	95.99	97.55
13	92.31	95.24	90.91	93.02	94.12	88.89	97.33	96.38	97.89	94.99	96.31	97.99	95.14	98.11	79.49	75	83.33	78.95	76.19	84.21	81.35
14	84.1	84.57	88.5	83.95	87.14	84.5	88.33	92.18	93.81	90.48	91.32	93.81	92.22	96.81	77.69	81.9	76.48	77.14	81.71	77.4	80.1
15	83.99	88.87	77.99	82.97	90.2	80.32	92.36	97.54	97.45	97.71	97.57	97.44	97.6	99.34	85.38	85.13	86.21	85.4	85.22	85.83	90.82
17	90.58	85.97	97.24	91.06	84.13	96.18	94.17	93.41	91.33	96.47	93.33	92.36	95.38	99.88	81.19	82.54	80.49	80.85	81.74	79.75	90.48
18	88.67	89.63	85.02	86.92	92.79	86.97	94.79	89.41	88.44	91.98	89.55	87.91	91.24	98.51	86.55	87.46	84.94	85.94	88.71	83.98	93.92
19	93.59	96.11	91.06	93.34	96.64	91.34	91.27	97.27	98.33	96.79	97.53	98	96	98.75	93.64	93.5	92.42	92.8	95.49	92.9	97.6
20	85.13	88.92	79.21	83.64	89.84	81.46	90.82	91.7	92.16	92	91.53	91.84	91.68	98.23	84.33	83.4	82.6	82.64	84.56	82.19	86.78
21	89.93	87.32	95.38	90.2	88.44	92.5	99.17	97.71	100	95.28	97.49	100	95.96	99.75	84.31	88.22	82.86	84.16	90.1	80.93	90.6
22	92.57	90.53	95.5	92.63	89.74	95.96	97.27	95.73	96.24	96.67	96.21	95.14	95.56	99.05	95.67	93.46	98.18	95.59	93.86	97.78	96.66
23	95.8	93.3	98.36	95.67	93.89	97.03	99.5	97.92	97.89	98.18	97.94	98.1	97.89	99.56	91.62	88.82	95.77	92.08	87.12	95.58	96.1
24	89.55	96.16	83.85	89.38	95.83	84.01	90.37	92.41	96.41	88.32	91.97	95.83	89.79	97.69	88.63	91.92	85.1	88.12	92.44	86.08	94.52
Average	91.7	92.76	90.96	91.35	93.12	91.08	95.47	95.79	96.46	95.58	95.78	96.17	95.61	99.11	89.21	89.29	89.43	88.97	89.52	89.25	93.66