The potential of ensemble-based automated sleep staging on single-channel EEG signal from a wearable device
Federico Salfi, Domenico Corigliano, Giulia Amicucci, Samantha Mombelli, Aurora D’Atri, J. Axelsson, M. Ferrara
This paper tests an ensemble of sleep staging algorithms on single-channel EEG from a wearable device, achieving high accuracy comparable to expert PSG scoring.
Journal of Sleep Research · Jan 19, 2026Peer-reviewedNeuroscience