An open-source, high-performance tool for automated sleep staging

The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

(2020) Davide Chicco et al.   BMC GENOMICS

Understanding the interplay of sleep and aging: Methodological challenges

(2020) Beate E. Muehlroth et al.   PSYCHOPHYSIOLOGY

Sleep Loss and the Socio-Emotional Brain

(2020) Eti Ben Simon et al.   TRENDS IN COGNITIVE SCIENCES

An electrophysiological marker of arousal level in humans

(2020) Janna D Lendner et al.   eLife

Association of Rapid Eye Movement Sleep With Mortality in Middle-aged and Older Adults

(2020) Eileen B. Leary et al.   JAMA Neurology

Sleep Disturbance Forecasts β-Amyloid Accumulation across Subsequent Years

(2020) Joseph R. Winer et al.   CURRENT BIOLOGY

Dreem Open Datasets: Multi-Scored Sleep Datasets to Compare Human and Automated Sleep Staging

(2020) Antoine Guillot et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

A standardized framework for testing the performance of sleep-tracking technology: step-by-step guidelines and open-source code

(2020) Luca Menghini et al.   SLEEP

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

The Sleep-Immune Crosstalk in Health and Disease

(2019) Luciana Besedovsky et al.   PHYSIOLOGICAL REVIEWS

Automated sleep scoring: A review of the latest approaches

(2019) Luigi Fiorillo et al.   SLEEP MEDICINE REVIEWS

The National Sleep Research Resource: towards a sleep data commons

(2018) Guo-Qiang Zhang et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Old Brains Come Uncoupled in Sleep: Slow Wave-Spindle Synchrony, Brain Atrophy, and Forgetting

(2018) Randolph F. Helfrich et al.   NEURON

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

Neural network analysis of sleep stages enables efficient diagnosis of narcolepsy

(2018) Jens B. Stephansen et al.   Nature Communications

Large-Scale Automated Sleep Staging

(2017) Haoqi Sun et al.   SLEEP

Sleep and Cardio-Metabolic Disease

(2017) Francesco P. Cappuccio et al.   Current Cardiology Reports

Large-Scale Automated Sleep Staging

(2017) Haoqi Sun et al.   SLEEP

Sleep Duration and All-Cause Mortality: A Systematic Review and Meta-Analysis of Prospective Studies

(2017) Francesco P. Cappuccio et al.   SLEEP

Sleep Tracking, Wearable Technology, and Opportunities for Research and Clinical Care

(2016) Anita Valanju Shelgikar et al.   CHEST

Scaling Up Scientific Discovery in Sleep Medicine: The National Sleep Research Resource

(2016) Dennis A. Dean et al.   SLEEP

Scaling Up Scientific Discovery in Sleep Medicine: The National Sleep Research Resource

(2016) Dennis A. Dean et al.   SLEEP

Separating Fractal and Oscillatory Components in the Power Spectrum of Neurophysiological Signal

(2015) Haiguang Wen et al.   BRAIN TOPOGRAPHY

A Novel Algorithm for the Automatic Detection of Sleep Apnea From Single-Lead ECG

(2015) Carolina Varon et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

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

Hierarchical nesting of slow oscillations, spindles and ripples in the human hippocampus during sleep

(2015) Bernhard P Staresina et al.   NATURE NEUROSCIENCE

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

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

Automatic detection of sleep apnea and hypopnea events from single channel measurement of respiration signal employing ensemble binary SVM classifiers

(2013) Bijoy Laxmi Koley et al.   MEASUREMENT

Sleep and Alzheimer disease pathology—a bidirectional relationship

(2013) Yo-El S. Ju et al.   Nature Reviews Neurology

MNE software for processing MEG and EEG data

(2013) Alexandre Gramfort et al.   NEUROIMAGE

Performance of an Automated Polysomnography Scoring System Versus Computer-Assisted Manual Scoring

(2013) Atul Malhotra et al.   SLEEP

Rules for Scoring Respiratory Events in Sleep: Update of the 2007 AASM Manual for the Scoring of Sleep and Associated Events

(2012) Richard B. Berry et al.   Journal of Clinical Sleep Medicine

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

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

The Role of Sleep in Cognition and Emotion

(2009) Matthew P. Walker   Annals of the New York Academy of Sciences

The electroencephalographic fingerprint of sleep is genetically determined: A twin study

(2008) Luigi De Gennaro et al.   ANNALS OF NEUROLOGY