Investigation of low dimensional feature spaces for automatic sleep staging

The Dreem Headband compared to Polysomnography for EEG Signal Acquisition and Sleep Staging

(2020) Pierrick J Arnal et al.   SLEEP

Cascaded LSTM recurrent neural network for automated sleep stage classification using single-channel EEG signals

(2019) Nicola Michielli et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Reduced non–rapid eye movement sleep is associated with tau pathology in early Alzheimer’s disease

(2019) Brendan P. Lucey et al.   Science Translational Medicine

SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging

(2019) Huy Phan et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Automatic sleep stage classification based on subcutaneous EEG in patients with epilepsy

(2019) Sirin W. Gangstad et al.   Biomedical Engineering Online

Accurate whole-night sleep monitoring with dry-contact ear-EEG

(2019) Kaare B. Mikkelsen et al.   Scientific Reports

Sleep staging algorithm based on multichannel data adding and multifeature screening

(2019) Wu Huang et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

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

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

Investigating the contribution of distance-based features to automatic sleep stage classification

(2018) Ali Abdollahi Gharbali et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Automated EEG sleep staging in the term-age baby using a generative modelling approach

(2018) Kirubin Pillay et al.   Journal of Neural Engineering

Machine-learning-derived sleep-wake staging from around-the-ear electroencephalogram outperforms manual scoring and actigraphy

(2018) Kaare B. Mikkelsen et al.   JOURNAL OF SLEEP RESEARCH

Performance of a New Portable Wireless Sleep Monitor

(2017) Magdy Younes et al.   Journal of Clinical Sleep Medicine

Cognitive Behavioral Therapy for Insomnia Enhances Depression Outcome in Patients with Comorbid Major Depressive Disorder and Insomnia

(2017) Rachel Manber et al.   SLEEP

Sleep staging from the EEG signal using multi-domain feature extraction

(2016) Zhiyong Liu et al.   Biomedical Signal Processing and Control

ISRUC-Sleep: A comprehensive public dataset for sleep researchers

(2016) Sirvan Khalighi et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Automatic detection of rapid eye movements (REMs): A machine learning approach

(2016) Benjamin D. Yetton et al.   JOURNAL OF NEUROSCIENCE METHODS

Learning machines and sleeping brains: Automatic sleep stage classification using decision-tree multi-class support vector machines

(2015) Tarek Lajnef et al.   JOURNAL OF NEUROSCIENCE METHODS

A Comparative Study on Classification of Sleep Stage Based on EEG Signals Using Feature Selection and Classification Algorithms

(2014) Baha Şen et al.   JOURNAL OF MEDICAL SYSTEMS

Automatic classification of sleep stages based on the time-frequency image of EEG signals

(2013) Varun Bajaj et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Delayed emergence of a parkinsonian disorder or dementia in 81% of older men initially diagnosed with idiopathic rapid eye movement sleep behavior disorder: a 16-year update on a previously reported series

(2013) Carlos H. Schenck et al.   SLEEP MEDICINE

Sleep Disturbances as the Hallmark of PTSD: Where Are We Now?

(2012) Anne Germain   AMERICAN JOURNAL OF PSYCHIATRY

A transition-constrained discrete hidden Markov model for automatic sleep staging

(2012) Shing-Tai Pan et al.   Biomedical Engineering Online

Automatic sleep scoring: A search for an optimal combination of measures

(2011) Anna Krakovská et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Automated sleep stage identification system based on time–frequency analysis of a single EEG channel and random forest classifier

(2011) Luay Fraiwan et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE