Table 1. Number of the segments for each sleep stage and recording on the PhysioNet data.

The segments were obtained by dividing each recording by using a 30-second window. Each piece of data consists of segments with their correlated stage labels, namely, slow-wave sleep (SWS), stage 2 (S2), stage 1 (S1), rapid eye movement (REM), and awake.