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

Table 4

The classification results with PSO-based feature selection.

PID	SVM							RF							-NN
	1	100	100	100	100	100	100	100	100	100	100	100	100	100	100	97.56	100	95	97.44	100	95.45	100
2	100	100	100	100	100	100	100	97.42	95.68	100	97.71	94.17	100	100	100	100	100	100	100	100	100
3	91.67	100	83.33	90.91	100	85.71	100	97.29	95	100	97.44	94.44	100	100	97.3	95	100	97.44	97.44	100	98.83
5	100	100	100	100	100	100	100	99.24	99.13	99.13	99.13	99.33	99.33	99.97	98.87	99.2	98.67	98.91	99.31	98.33	99.66
7	96.67	100	91.67	95.65	100	94.74	98.61	94.11	93.41	94.65	94.01	93.13	94.38	99.13	93.4	93.3	93.17	93.04	93.64	94.03	93.52
8	95	90.91	100	94.24	90	100	95	96.63	96.08	98	97.02	95.87	97.37	99.31	91.01	92.12	89.32	90.59	92.39	90.13	96.05
9	100	100	100	100	100	100	100	98.4	97.5	100	98.67	96.36	100	99.94	96.8	95.09	98	96.38	95.57	98.75	97.86
10	99.01	98.82	98.95	98.85	99.2	99.09	100	100	100	100	100	100	100	100	99.51	99.13	100	99.56	98.95	100	99.47
11	98.73	100	97.56	98.77	100	97.44	100	98.48	100	96.98	98.47	100	96.94	99.61	97.97	99.43	96.46	97.92	99.53	96.46	99.42
13	92.31	95	90.48	92.68	94.44	89.47	95.24	97.43	100	93.75	96.77	100	95.83	98.91	79.48	73.91	89.47	80.95	70	87.5	82.63
14	92.31	87.5	100	93.33	83.33	100	100	96.67	95.56	100	97.5	92	100	98.57	82.95	92.67	75.87	82.68	93.81	75.95	96.87
15	97.32	100	93.83	96.82	100	95.5	99.88	97.44	97.01	97.84	97.41	97.07	97.87	99.08	96.05	95.81	96.38	96.08	95.67	96.39	98
17	96.3	100	92.31	96	100	93.33	100	93.44	93.79	92.61	93.18	94.41	92.6	100	94.92	93.99	95.6	94.66	94.71	95.54	97.16
18	92.86	80	100	88.89	90	100	97.5	89.43	90.69	88.85	89.16	91.24	88.78	99.22	87.24	89.78	85.82	86.74	91.17	85.56	96.09
19	100	100	100	100	100	100	100	97.27	98.46	95.56	96.7	98	97.33	93.75	97.27	96.18	98	97.05	96.67	98.33	97.67
20	96.42	92.31	100	96	93.75	100	98.44	94.17	95.79	94.13	94.93	93.74	92.2	97.35	85.13	85.21	85.05	84.84	84.79	85.69	90.57
21	100	100	100	100	100	100	100	97.78	100	95.83	97.8	100	95.32	100	88.89	100	81.82	90	100	77.78	98.7
22	100	100	100	100	100	100	100	94.74	90.91	100	95.24	88.89	100	100	95.73	94.57	97.78	96.1	92	97.78	95.29
23	100	100	100	100	100	100	100	97.37	97.84	96.84	97.32	97.95	96.89	100	97.4	98.22	96.51	97.31	97.57	96.9	98.53
24	95.24	100	90.48	95	100	91.3	97.27	91.01	95.3	86.33	90.26	94.91	88.58	97.24	91.94	96.73	87.09	91.54	97.21	87.9	92.06
Average	97.19	97.23	96.93	96.86	97.54	97.33	99.1	96.41	96.61	96.53	96.44	96.08	96.67	99.1	93.47	94.52	93	93.46	94.52	92.92	96.42