Neonatal Sleep-Wake Classification on Neonatal sleep-wake EEG dataset 3400 30-second samples
82.35AccuracyGradient Boosting with Hjorth Parameters
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Gradient Boosting with Hjorth ParametersValidation=5-fold cross validation, Features=13 time and frequency-domain, Search Strategy=Random search cross validation, Input=Single-channel EEG2024.08 | 82.35 | 0.64 | |
| MLP2024.08 | 71 | 0.52 | |
| CNN2024.08 | 69 | — | |
| Recurrent Neural network (RNN)2024.08 | 65 | — | |
| Auto Encoders2024.08 | 17 | — |