Research Article
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 |
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