Automatic sleep stage classification using temporal convolutional neural network and new data augmentation technique from raw single-channel EEG

E Khalili, BM Asl - Computer Methods and Programs in Biomedicine, 2021 - Elsevier
Background and objective: This paper presents a new framework for automatic classification
of sleep stages using a deep learning algorithm from single-channel EEG signals. Each …

Automatic Sleep Stage Classification Using Temporal Convolutional Neural Network and New Data Augmentation Technique from Raw Single-Channel EEG

E Khalili, BM Asl - Computer methods and programs in …, 2021 - pubmed.ncbi.nlm.nih.gov
Background and objective This paper presents a new framework for automatic classification
of sleep stages using a deep learning algorithm from single-channel EEG signals. Each …

Automatic Sleep Stage Classification Using Temporal Convolutional Neural Network and New Data Augmentation Technique from Raw Single-Channel EEG.

E Khalili - Computer Methods and Programs in Biomedicine, 2021 - europepmc.org
Methods In the present study, a neural network architecture is introduced utilizing
Convolutional Neural Networks (CNNs) to extract features, followed by Temporal …

Automatic Sleep Stage Classification Using Temporal Convolutional Neural Network and New Data Augmentation Technique from Raw Single-Channel EEG

E Khalili, B Mohammadzadeh Asl - 2021 - dl.acm.org
Background and objective: This paper presents a new framework for automatic classification
of sleep stages using a deep learning algorithm from single-channel EEG signals. Each …