Sleep stages classification based on heart rate variability and random forest
We classify different sleep stages with 41 HRV features through random forest. We evaluate the importance of every feature for sleep staging. The classification performance is in prior to previous relevant studies. Some new proposed features perform even better than the conventional ones. The first 10 features could lead to considerable results compared to all features.
sleep stage heart rate variability random forest feature importance