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Table 2 Performance comparison of newborn seizure detection using individual signal classification (EEG or HRV) and the proposed fusion configuration

From: Automatic seizure detection based on the combination of newborn multi-channel EEG and HRV information

Algorithm EEG HRV Feature fusion Classifier fusion
SEN SPE SEN SPE SEN SPE SEN SPE
Proposed 80.90 86.50 85.70 84.60 95.20 88.60 95.20 94.30
Liu 60.60 61.50 70.10 78.60 85.70 67.50
Gotman 72.10 69.20 79.00 76.80 82.60 86.60