Deep learning enables sleep staging from photoplethysmogram for patients with suspected sleep apnea

The PPG-based deep learning model enabled accurate estimation of sleep time and sleep stages differentiation with a moderate agreement to manual scoring. As PPG is already included in ambulatory polygraphies, applying the PPG-based sleep staging could improve their diagnostic value.

9. Deep learning enables sleep staging from photoplethysmogram for patients with suspected

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