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 IDBN dataRaw dataBN + raw dataSTS-HGCN-AL
AUCSENSFDRAUCSENSFDRAUCSENSFDRAUCSENSFDR

chb010.96895.00.0600.49647.50.3740.97095.00.0880.9961000.000
chb020.9841000.1020.63475.00.4730.97390.00.0590.8971000.145
chb030.99295.50.0220.69150.00.1930.98995.50.0290.92883.30.173
chb040.86786.70.2900.59550.00.2470.82593.30.362NANANA
chb050.83591.50.1730.4581000.9460.77860.00.1350.8751000.000
chb060.80484.30.3440.50522.90.1540.77965.70.2050.9061000.162
chb070.97893.30.0670.58343.30.2210.97593.30.057NANANA
chb080.95385.00.0780.54840.00.2000.93385.00.1000.9991000.000
chb090.96390.00.0430.55396.70.8150.95090.00.0690.8431000.092
chb100.94786.70.0730.54425.00.1100.92285.00.1270.97783.30.171
chb110.99095.00.0390.69680.00.4590.98995.00.0360.9401000.123
chb120.91176.80.0950.47996.40.9190.90487.50.162NANANA
chb130.99896.30.0000.50622.20.1000.99696.30.0250.91585.70.109
chb140.87295.00.0150.49042.50.3350.82692.50.3690.9761000.104
chb150.83699.80.2310.43384.60.8380.79373.60.306NANANA
chb160.95093.30.1890.48640.00.3220.90496.70.2110.95487.50.187
chb170.96095.00.0800.54275.00.5870.95490.00.0730.8261000.237
chb180.9121000.3000.55330.00.1430.90187.50.2590.99275.00.138
chb190.97691.00.0460.61063.60.3900.9741000.1670.9911000.038
chb200.9871000.0770.38633.30.3190.9801000.1170.9821000.184
chb210.95790.00.0850.4515.00.0020.92385.00.1150.8331000.156
chb220.92496.30.2450.48540.70.2830.86085.20.2190.9971000.000
chb230.9941000.0110.40910.00.0430.9901000.0310.9901000.047
chb241.0001000.0000.59987.00.6371.0001000.000NANANA
Average0.94093.00.1110.53052.50.3800.92089.30.1380.93895.50.109