Research Article
An Explainable Statistical Method for Seizure Prediction Using Brain Functional Connectivity from EEG
Table 1
Seizures prediction results for the patients in CHB-MIT database via our method and STS-HGCN-AL method.
| Patient ID | BN data | Raw data | BN + raw data | STS-HGCN-AL | AUC | SENS | FDR | AUC | SENS | FDR | AUC | SENS | FDR | AUC | SENS | FDR |
| chb01 | 0.968 | 95.0 | 0.060 | 0.496 | 47.5 | 0.374 | 0.970 | 95.0 | 0.088 | 0.996 | 100 | 0.000 | chb02 | 0.984 | 100 | 0.102 | 0.634 | 75.0 | 0.473 | 0.973 | 90.0 | 0.059 | 0.897 | 100 | 0.145 | chb03 | 0.992 | 95.5 | 0.022 | 0.691 | 50.0 | 0.193 | 0.989 | 95.5 | 0.029 | 0.928 | 83.3 | 0.173 | chb04 | 0.867 | 86.7 | 0.290 | 0.595 | 50.0 | 0.247 | 0.825 | 93.3 | 0.362 | NA | NA | NA | chb05 | 0.835 | 91.5 | 0.173 | 0.458 | 100 | 0.946 | 0.778 | 60.0 | 0.135 | 0.875 | 100 | 0.000 | chb06 | 0.804 | 84.3 | 0.344 | 0.505 | 22.9 | 0.154 | 0.779 | 65.7 | 0.205 | 0.906 | 100 | 0.162 | chb07 | 0.978 | 93.3 | 0.067 | 0.583 | 43.3 | 0.221 | 0.975 | 93.3 | 0.057 | NA | NA | NA | chb08 | 0.953 | 85.0 | 0.078 | 0.548 | 40.0 | 0.200 | 0.933 | 85.0 | 0.100 | 0.999 | 100 | 0.000 | chb09 | 0.963 | 90.0 | 0.043 | 0.553 | 96.7 | 0.815 | 0.950 | 90.0 | 0.069 | 0.843 | 100 | 0.092 | chb10 | 0.947 | 86.7 | 0.073 | 0.544 | 25.0 | 0.110 | 0.922 | 85.0 | 0.127 | 0.977 | 83.3 | 0.171 | chb11 | 0.990 | 95.0 | 0.039 | 0.696 | 80.0 | 0.459 | 0.989 | 95.0 | 0.036 | 0.940 | 100 | 0.123 | chb12 | 0.911 | 76.8 | 0.095 | 0.479 | 96.4 | 0.919 | 0.904 | 87.5 | 0.162 | NA | NA | NA | chb13 | 0.998 | 96.3 | 0.000 | 0.506 | 22.2 | 0.100 | 0.996 | 96.3 | 0.025 | 0.915 | 85.7 | 0.109 | chb14 | 0.872 | 95.0 | 0.015 | 0.490 | 42.5 | 0.335 | 0.826 | 92.5 | 0.369 | 0.976 | 100 | 0.104 | chb15 | 0.836 | 99.8 | 0.231 | 0.433 | 84.6 | 0.838 | 0.793 | 73.6 | 0.306 | NA | NA | NA | chb16 | 0.950 | 93.3 | 0.189 | 0.486 | 40.0 | 0.322 | 0.904 | 96.7 | 0.211 | 0.954 | 87.5 | 0.187 | chb17 | 0.960 | 95.0 | 0.080 | 0.542 | 75.0 | 0.587 | 0.954 | 90.0 | 0.073 | 0.826 | 100 | 0.237 | chb18 | 0.912 | 100 | 0.300 | 0.553 | 30.0 | 0.143 | 0.901 | 87.5 | 0.259 | 0.992 | 75.0 | 0.138 | chb19 | 0.976 | 91.0 | 0.046 | 0.610 | 63.6 | 0.390 | 0.974 | 100 | 0.167 | 0.991 | 100 | 0.038 | chb20 | 0.987 | 100 | 0.077 | 0.386 | 33.3 | 0.319 | 0.980 | 100 | 0.117 | 0.982 | 100 | 0.184 | chb21 | 0.957 | 90.0 | 0.085 | 0.451 | 5.0 | 0.002 | 0.923 | 85.0 | 0.115 | 0.833 | 100 | 0.156 | chb22 | 0.924 | 96.3 | 0.245 | 0.485 | 40.7 | 0.283 | 0.860 | 85.2 | 0.219 | 0.997 | 100 | 0.000 | chb23 | 0.994 | 100 | 0.011 | 0.409 | 10.0 | 0.043 | 0.990 | 100 | 0.031 | 0.990 | 100 | 0.047 | chb24 | 1.000 | 100 | 0.000 | 0.599 | 87.0 | 0.637 | 1.000 | 100 | 0.000 | NA | NA | NA | Average | 0.940 | 93.0 | 0.111 | 0.530 | 52.5 | 0.380 | 0.920 | 89.3 | 0.138 | 0.938 | 95.5 | 0.109 |
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