A CNN-LSTM model trained on 8,682 polysomnograms stages sleep from ECG and abdominal respiration with Cohen's kappa of 0.600 (5 stages) and 0.762 (wake/NREM/REM).
Respiratory cycle-related EEG changes: response to CPAP
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Sleep Staging from Electrocardiography and Respiration with Deep Learning
A CNN-LSTM model trained on 8,682 polysomnograms stages sleep from ECG and abdominal respiration with Cohen's kappa of 0.600 (5 stages) and 0.762 (wake/NREM/REM).