Research Article
Automatic Identification of Interictal Epileptiform Discharges in Secondary Generalized Epilepsy
Table 6
Classification accuracy for three types of iEEG segments: the notations are the same as those in Table
4.
| Iteration number | | | | | | | Sel | Acc | PR | WL | PR + WL | PR | WL | PR + WL | PR | WL | PR + WL | PR | WL | PR + WL | PR | WL | PR + WL | PR | WL | PR + WL | PR | WL | PR + WL | PR | WL | PR + WL |
| 1 | 93.72 | 88.79 | 96.04 | 95.00 | 95.00 | 86.67 | 100.00 | 0.00 | 50.00 | 95.69 | 98.22 | 99.05 | 68.97 | 93.68 | 79.89 | 97.62 | 90.52 | 96.86 | 93.26 | 88.82 | 95.71 | 91.83 | 77.70 | 84.75 | 2 | 93.79 | 89.31 | 95.76 | 93.92 | 93.37 | 91.16 | 85.71 | 57.14 | 100.00 | 96.09 | 96.00 | 98.92 | 74.14 | 82.76 | 82.18 | 97.40 | 93.17 | 96.70 | 93.42 | 89.17 | 95.51 | 90.18 | 85.29 | 94.12 | 3 | 93.69 | 90.05 | 95.65 | 92.82 | 93.92 | 86.19 | 83.33 | 16.67 | 66.67 | 96.28 | 98.00 | 99.02 | 72.00 | 86.29 | 77.14 | 97.08 | 91.89 | 96.47 | 93.27 | 89.93 | 95.28 | 89.20 | 79.47 | 86.86 | 4 | 93.39 | 89.08 | 95.46 | 92.22 | 94.44 | 91.11 | 100.00 | 33.33 | 100.00 | 95.82 | 97.61 | 98.80 | 65.52 | 92.53 | 77.59 | 97.16 | 91.45 | 96.44 | 92.88 | 89.11 | 95.13 | 90.68 | 83.07 | 93.23 | 5 | 93.02 | 89.03 | 95.14 | 93.92 | 95.58 | 90.06 | 57.14 | 28.57 | 14.29 | 96.12 | 99.02 | 99.38 | 73.56 | 95.40 | 87.36 | 96.57 | 89.99 | 95.66 | 92.63 | 89.10 | 94.93 | 85.06 | 82.93 | 80.31 | 6 | 93.27 | 89.50 | 95.59 | 95.56 | 93.33 | 91.11 | 83.33 | 50.00 | 66.67 | 96.66 | 97.00 | 99.14 | 74.14 | 82.18 | 80.46 | 96.26 | 92.32 | 96.25 | 92.91 | 89.34 | 95.29 | 89.87 | 84.06 | 88.20 | 7 | 93.10 | 89.50 | 95.23 | 91.67 | 92.22 | 89.44 | 66.67 | 33.33 | 66.67 | 96.00 | 97.59 | 98.78 | 72.99 | 86.78 | 80.46 | 96.81 | 91.82 | 96.29 | 92.71 | 89.41 | 94.94 | 86.20 | 81.87 | 87.81 | 8 | 93.94 | 89.90 | 95.57 | 95.58 | 90.06 | 88.40 | 50.00 | 33.33 | 50.00 | 96.51 | 96.99 | 99.14 | 76.00 | 79.43 | 84.00 | 97.09 | 92.73 | 96.34 | 93.57 | 89.67 | 95.33 | 84.85 | 80.41 | 85.58 | 9 | 93.58 | 89.58 | 95.52 | 94.48 | 90.61 | 88.40 | 14.29 | 42.86 | 28.57 | 96.83 | 97.00 | 99.04 | 74.71 | 80.46 | 77.59 | 96.37 | 92.41 | 96.25 | 93.17 | 89.38 | 95.13 | 78.38 | 82.15 | 80.89 | 10 | 93.39 | 89.55 | 96.01 | 96.67 | 94.44 | 87.78 | 83.33 | 33.33 | 66.67 | 96.36 | 97.93 | 98.95 | 77.59 | 89.66 | 80.46 | 96.73 | 91.53 | 96.93 | 93.09 | 89.52 | 95.70 | 90.68 | 82.74 | 87.80 |
| Average | 93.49 | 89.43 | 95.60 | 94.18 | 93.30 | 89.03 | 72.38 | 32.86 | 60.95 | 96.24 | 97.54 | 99.02 | 72.96 | 86.92 | 80.71 | 96.91 | 91.78 | 96.42 | 93.09 | 89.35 | 95.30 | 87.69 | 81.97 | 86.96 | St dev. | 0.30 | 0.39 | 0.29 | 1.60 | 1.83 | 1.84 | 26.26 | 16.14 | 27.17 | 0.36 | 0.83 | 0.18 | 3.48 | 5.72 | 3.17 | 0.44 | 0.97 | 0.36 | 0.31 | 0.32 | 0.28 | 4.11 | 2.24 | 4.49 |
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