EEG data augmentation: towards class imbalance problem in sleep staging tasks

Abstract

Overall, our study proved that DA approaches are efficient in alleviating CIP lying in sleep staging tasks. Meanwhile, this study provided avenues for further improving the sleep staging accuracy using DA methods.