Automatic Sleep Stage Scoring with Single-Channel EEG Using Convolutional Neural Networks

Orestis Tsinalis, Paul M. Matthews, Yike Guo +1

We used convolutional neural networks (CNNs) for automatic sleep stage scoring based on single-channel electroencephalography (EEG) to learn task-specific filters for classificatio…