ECG based Sleep Staging

ECG-based sleep staging is the task of automatically identifying and classifying sleep stages from electrocardiogram (ECG) signals, which falls under the domain of time series analysis. The aim of this task is to achieve precise differentiation between non-REM and REM sleep stages by extracting features from ECG signals and combining them with machine learning algorithms, providing crucial evidence for the diagnosis and treatment of sleep disorders.