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