A Deep Learning Strategy for Automatic Sleep Staging Based on Two-Channel EEG Headband Data

Towards real-life EEG applications: novel superporous hydrogel-based semi-dry EEG electrodes enabling automatically ‘charge–discharge’ electrolyte

(2021) Guangli Li et al.   Journal of Neural Engineering

CCRRSleepNet: A Hybrid Relational Inductive Biases Network for Automatic Sleep Stage Classification on Raw Single-Channel EEG

(2021) Wenpeng Neng et al.   Brain Sciences

A Full Stage Data Augmentation Method in Deep Convolutional Neural Network for Natural Image Classification

(2020) Qinghe Zheng et al.   DISCRETE DYNAMICS IN NATURE AND SOCIETY

Sleep Stage Classification Using Time-Frequency Spectra From Consecutive Multi-Time Points

(2020) Ziliang Xu et al.   Frontiers in Neuroscience

Data Augmentation for Deep-Learning-Based Electroencephalography

(2020) Elnaz Lashgari et al.   JOURNAL OF NEUROSCIENCE METHODS

Quantile graphs for EEG-based diagnosis of Alzheimer’s disease

(2020) Aruane M. Pineda et al.   PLoS One

Severe Obstructive Sleep Apnea Is Associated with Higher Brain Amyloid Burden: A Preliminary PET Imaging Study

(2020) Melinda L. Jackson et al.   JOURNAL OF ALZHEIMERS DISEASE

Sleep and its regulation: An emerging pathogenic and treatment frontier in Alzheimer’s disease

(2020) Brianne A. Kent et al.   PROGRESS IN NEUROBIOLOGY

Deep learning for time series classification: a review

(2019) Hassan Ismail Fawaz et al.   DATA MINING AND KNOWLEDGE DISCOVERY

An improved algorithm for efficient ocular artifact suppression from frontal EEG electrodes using VMD

(2019) Chinmayee Dora et al.   Biocybernetics and Biomedical Engineering

Efficient Classification of Motor Imagery Electroencephalography Signals Using Deep Learning Methods

(2019) Ikhtiyor Majidov et al.   SENSORS

Deep learning-based electroencephalography analysis: a systematic review

(2019) Yannick Roy et al.   Journal of Neural Engineering

Automated sleep scoring: A review of the latest approaches

(2019) Luigi Fiorillo et al.   SLEEP MEDICINE REVIEWS

A convolutional neural network for sleep stage scoring from raw single-channel EEG

(2018) Arnaud Sors et al.   Biomedical Signal Processing and Control

An automated system for epilepsy detection using EEG brain signals based on deep learning approach

(2018) Ihsan Ullah et al.   EXPERT SYSTEMS WITH APPLICATIONS

Mixed Neural Network Approach for Temporal Sleep Stage Classification

(2018) Hao Dong et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

A Deep Learning Architecture for Temporal Sleep Stage Classification Using Multivariate and Multimodal Time Series

(2018) Stanislas Chambon et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

An end-to-end framework for real-time automatic sleep stage classification

(2018) Amiya Patanaik et al.   SLEEP

An end-to-end framework for real-time automatic sleep stage classification

(2018) Amiya Patanaik et al.   SLEEP

Recurrent Deep Neural Networks for Real-Time Sleep Stage Classification From Single Channel EEG

(2018) Erik Bresch et al.   Frontiers in Computational Neuroscience

A Computer-Aided Diagnosis System With EEG Based on the P3b Wave During an Auditory Odd-Ball Task in Schizophrenia

(2017) Lorenzo Santos-Mayo et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

DeepSleepNet: A Model for Automatic Sleep Stage Scoring Based on Raw Single-Channel EEG

(2017) Akara Supratak et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

The Accuracy, Night-to-Night Variability, and Stability of Frontopolar Sleep Electroencephalography Biomarkers

(2017) Daniel J. Levendowski et al.   Journal of Clinical Sleep Medicine

AASM Scoring Manual Updates for 2017 (Version 2.4)

(2017) Richard B. Berry et al.   Journal of Clinical Sleep Medicine

Comparison of a single-channel EEG sleep study to polysomnography

(2016) Brendan P. Lucey et al.   JOURNAL OF SLEEP RESEARCH

High and dry? Comparing active dry EEG electrodes to active and passive wet electrodes

(2016) Kyle E. Mathewson et al.   PSYCHOPHYSIOLOGY

Exploiting inter-channel correlation in EEG signal reconstruction

(2015) Ankita Shukla et al.   Biomedical Signal Processing and Control

The American Academy of Sleep Medicine Inter-scorer Reliability Program: Sleep Stage Scoring

(2013) Richard S. Rosenberg et al.   Journal of Clinical Sleep Medicine

EEG/MEG- and imaging-based diagnosis of Alzheimer’s disease

(2013) Sarah Hulbert et al.   REVIEWS IN THE NEUROSCIENCES

Assessment of a wireless headband for automatic sleep scoring

(2012) H. Griessenberger et al.   Sleep and Breathing