A computer-based information system for epilepsy and electroencephalography. - N. B. Finnerup; Anders Fuglsang-Frederiksen; Peter J. Hancke Rossel; Poul Jennum (Int. J. Medical Informatics, 1999)

Automatic REM sleep detection associated with idiopathic rem sleep Behavior Disorder. - Jacob Kempfner; Gertrud Laura Sørensen; Helge B. D. Sørensen; Poul Jennum (EMBC, 2011)

Detection of arousals in Parkinson's disease patients. - Gertrud Laura Sørensen; Jacob Kempfner; Poul Jennum; Helge B. D. Sørensen (EMBC, 2011)

Separation of Parkinson's patients in early and mature stages from control subjects using one EOG channel. - Julie A. E. Christensen; Rune Frandsen; Jacob Kempfner; Lars Arvastson; Søren R. Christensen; Poul Jennum; Helge B. D. Sørensen (EMBC, 2012)

Evaluation of novel algorithm embedded in a wearable sEMG device for seizure detection. - Isa Conradsen; Sándor Beniczky; Peter Wolf; Poul Jennum; Helge B. D. Sørensen (EMBC, 2012)

Automatic detection of REM sleep in subjects without atonia. - Jacob Kempfner; Poul Jennum; Miki Nikolic; Julie A. E. Christensen; Helge B. D. Sørensen (EMBC, 2012)

Validation of a novel automatic sleep spindle detector with high performance during sleep in middle aged subjects. - Sabrina Lyngbye Wendt; Julie A. E. Christensen; Jacob Kempfner; Helle L. Leonthin; Poul Jennum; Helge B. D. Sørensen (EMBC, 2012)

Classification of iRBD and Parkinson's disease patients based on eye movements during sleep. - Julie A. E. Christensen; Henriette Koch; Rune Frandsen; Jacob Kempfner; Lars Arvastson; Søren R. Christensen; Helge B. D. Sørensen; Poul Jennum (EMBC, 2013)

Detection of a sleep disorder predicting Parkinson's disease. - Ingeborg H. Hansen; Mikkel Marcussen; Julie A. E. Christensen; Poul Jennum; Helge B. D. Sørensen (EMBC, 2013)

SLEEP phenomena as an early biomarker for Parkinsonism. - Jacob Kempfner; Poul Jennum; Miki Nikolic; Julie A. E. Christensen; Helge B. D. Sørensen (EMBC, 2013)

Automatic SLEEP staging: From young aduslts to elderly patients using multi-class support vector machine. - Jacob Kempfner; Poul Jennum; Helge B. D. Sørensen; Julie A. E. Christensen; Miki Nikolic (EMBC, 2013)

Classification of iRBD and Parkinson's patients using a general data-driven sleep staging model built on EEG. - Henriette Koch; Julie A. E. Christensen; Rune Frandsen; Lars Arvastson; Søren R. Christensen; Helge B. D. Sørensen; Poul Jennum (EMBC, 2013)

Novel method for detection of Sleep Apnoea using respiration signals. - Kristine Carmes; Lykke Kempfner; Helge Bjarup Dissing Sørensen; Poul Jennum (EMBC, 2014)

Detection of K-complexes based on the wavelet transform. - Laerke K. Krohne; Rie B. Hansen; Julie A. E. Christensen; Helge B. D. Sørensen; Poul Jennum (EMBC, 2014)

Automatic quality classification of entire electrocardiographic recordings obtained with a novel patch type recorder. - Dorthe B. Saadi; Karsten Hoppe; Kenneth Egstrup; Poul Jennum; Helle K. Iversen; Jorgen L. Jeppesen; Helge B. D. Sørensen (EMBC, 2014)

EEG recordings as a source for the detection of IRBD. - Sissel Bisgaard; Bolette Duun-Christensen; Lykke Kempfner; Helge B. D. Sørensen; Poul Jennum (EMBC, 2015)

Quantification of muscle activity during sleep for patients with neurodegenerative diseases. - Umaer Hanif; Lotte Trap; Poul Jennum; Marielle Zoetmulder; Helge B. D. Sørensen (EMBC, 2015)

Portable prescreening system for sleep apnea. - Martin Kjaer Guul; Poul Jennum; Helge B. D. Sørensen (EMBC, 2016)

A Noise-Assisted Data Analysis Method for Automatic EOG-Based Sleep Stage Classification Using Ensemble Learning. - Alexander Neergaard Olesen; Julie A. E. Christensen; Helge B. D. Sørensen; Poul Jennum (EMBC, 2016)

A flexible method for the automated offline-detection of artifacts in multi-channel electroencephalogram recordings. - Markus Waser; Heinrich Garn; Thomas Benke; Peter Dal-Bianco; Gerhard Ransmayr; Reinhold Schmidt; Poul J. Jennum; Helge B. D. Sørensen (EMBC, 2017)

The use of neural networks in the analysis of sleep stages and the diagnosis of narcolepsy. - Jens B. Stephansen; Aditya Ambati; Eileen B. Leary; Hyatt E. Moore IV; Oscar Carrillo; Ling Lin; Birgit Högl; Ambra Stefani; Seung Chul Hong; Tae Won Kim; Fabio Pizza; Giuseppe Plazzi; et al. (CoRR, 2017)

Mobile Apnea Screening System for at-home Recording and Analysis of Sleep Apnea Severity. - Mathias P. Bonnesen; Helge B. D. Sørensen; Poul Jennum (EMBC, 2018)

Probabilistic Data-Driven Method for Limb Movement Detection during Sleep. - Matteo Cesari; Julie A. E. Christensen; Poul Jennum; Helge B. D. Sørensen (EMBC, 2018)

A New Fully Automated Random-Forest Algorithm for Sleep Staging. - Aske B. Klok; Joakim Edin; Matteo Cesari; Alexander Neergaard Olesen; Poul Jennum; Helge B. D. Sørensen (EMBC, 2018)

Deep residual networks for automatic sleep stage classification of raw polysomnographic waveforms. - Alexander Neergaard Olesen; Poul Jennum; Paul E. Peppard; Emmanuel Mignot; Helge B. D. Sørensen (EMBC, 2018)

A Blind Source-Based Method for Automated Artifact-Correction in Standard Sleep EEG. - Markus Waser; Heinrich Garn; Poul J. Jennum; Helge B. D. Sørensen (EMBC, 2018)

A Clinically Applicable Interactive Micro and Macro-Sleep Staging Algorithm for Elderly and Patients with Neurodegeneration. - Matteo Cesari; Julie A. E. Christensen; Friederike Sixel-Döring; Maria-Lucia Muntean; Brit Mollenhauer; Claudia Trenkwalder; Poul Jennum; Helge B. D. Sørensen (EMBC, 2019)

Towards a Flexible Deep Learning Method for Automatic Detection of Clinically Relevant Multi-Modal Events in the Polysomnogram. - Alexander Neergaard Olesen; Stanislas Chambon; Valentin Thorey; Poul Jennum; Emmanuel Mignot; Helge B. D. Sørensen (EMBC, 2019)

U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging. - Mathias Perslev; Michael Hejselbak Jensen; Sune Darkner; Poul Jørgen Jennum; Christian Igel (NeurIPS, 2019)

Automatic Detection of Cortical Arousals in Sleep and their Contribution to Daytime Sleepiness. - Andreas Brink-Kjaer; Alexander Neergaard Olesen; Paul E. Peppard; Katie L. Stone; Poul Jennum; Emmanuel Mignot; Helge B. D. Sørensen (CoRR, 2019)

Predicting Age with Deep Neural Networks from Polysomnograms. - Andreas Brink-Kjaer; Emmanuel Mignot; Helge B. D. Sørensen; Poul Jennum (EMBC, 2020)

Prediction of Patient Demographics using 3D Craniofacial Scans and Multi-view CNNs. - Umaer Hanif; Rasmus R. Paulsen; Eileen B. Leary; Emmanuel Mignot; Poul Jennum; Helge B. D. Sørensen (EMBC, 2020)

Deep transfer learning for improving single-EEG arousal detection. - Alexander Neergaard Olesen; Poul Jennum; Emmanuel Mignot; Helge B. D. Sørensen (EMBC, 2020)

Automatic sleep stage classification with deep residual networks in a mixed-cohort setting. - Alexander Neergaard Olesen; Poul Jennum; Emmanuel Mignot; Helge B. D. Sørensen (CoRR, 2020)

Upper Airway Classification in Sleep Endoscopy Examinations using Convolutional Recurrent Neural Networks*. - Umaer Hanif; Eric Kezirian; Eva Kirkegaard Kiær; Emmanuel Mignot; Helge B. D. Sørensen; Poul Jennum (EMBC, 2021)

Automatic Segmentation to Cluster Patterns of Breathing in Sleep Apnea. - Villads Hulgaard Joergensen; Umaer Hanif; Poul Jennum; Emmanuel Mignot; Asbjoern W. Helge; Helge B. D. Sørensen (EMBC, 2021)

Polysomnographic Plethysmography Excursions are Reduced in Obese Elderly Men. - Magnus Ruud Kjær; Andreas Brink-Kjær; Umaer Hanif; Emmanuel Mignot; Poul Jennum; Helge B. D. Sørensen (EMBC, 2021)

MSED: a multi-modal sleep event detection model for clinical sleep analysis. - Alexander Neergaard Olesen; Poul Jennum; Emmanuel Mignot; Helge B. D. Sørensen (CoRR, 2021)

U-Sleep: resilient high-frequency sleep staging. - Mathias Perslev; Sune Darkner; Lykke Kempfner; Miki Nikolic; Poul Jørgen Jennum; Christian Igel (npj Digit. Medicine, 2021)

Estimation of Apnea-Hypopnea Index Using Deep Learning On 3-D Craniofacial Scans. - Umaer Hanif; Eileen B. Leary; Logan D. Schneider; Rasmus R. Paulsen; Anne Marie Morse; Adam Blackman; Paula K. Schweitzer; Clete Kushida; Stanley Y. Liu; Poul Jennum; Helge B. D. Sørensen; Emmanuel Mignot (IEEE J. Biomed. Health Informatics, 2021)

End-to-end Deep Learning of Polysomnograms for Classification of REM Sleep Behavior Disorder. - Andreas Brink-Kjaer; Katarina Mary Gunter; Emmanuel Mignot; Emmanuel During; Poul Jennum; Helge B. D. Sørensen (EMBC, 2022)

Detection of Cheyne-Stokes Breathing using a transformer-based neural network. - Asbjoern W. Helge; Umaer Hanif; Villads Hulgaard Joergensen; Poul Jennum; Emmanuel Mignot; Helge B. D. Sørensen (EMBC, 2022)

Age estimation from sleep studies using deep learning predicts life expectancy. - Andreas Brink-Kjaer; Eileen B. Leary; Haoqi Sun; M. Brandon Westover; Katie L. Stone; Paul E. Peppard; Nancy E. Lane; Peggy M. Cawthon; Susan Redline; Poul Jennum; Helge B. D. Sørensen; Emmanuel Mignot (npj Digit. Medicine, 2022)

Fully Automated Detection of Isolated Rapid-Eye-Movement Sleep Behavior Disorder Using Actigraphy. - Andreas Brink-Kjaer; Joseph Winer; Jamie M. Zeitzer; Helge B. D. Sørensen; Poul Jennum; Emmanuel Mignot; Emmanuel During (EMBC, 2023)

A Flexible Deep Learning Architecture for Temporal Sleep Stage Classification Using Accelerometry and Photoplethysmography. - Mads Olsen; Jamie M. Zeitzer; Risa N. Richardson; Polina Davidenko; Poul J. Jennum; Helge B. D. Sørensen; Emmanuel Mignot (IEEE Trans. Biomed. Eng., 2023)

MSED: A Multi-Modal Sleep Event Detection Model for Clinical Sleep Analysis. - Alexander Neergaard Zahid; Poul Jennum; Emmanuel Mignot; Helge B. D. Sørensen (IEEE Trans. Biomed. Eng., 2023)

SViT: A Spectral Vision Transformer for the Detection of REM Sleep Behavior Disorder. - Katarina Mary Gunter; Andreas Brink-Kjær; Emmanuel Mignot; Helge B. D. Sørensen; Emmanuel During; Poul Jennum (IEEE J. Biomed. Health Informatics, 2023)

A Deep Transfer Learning Approach for Sleep Stage Classification and Sleep Apnea Detection Using Wrist-Worn Consumer Sleep Technologies. - Mads Olsen; Jamie M. Zeitzer; Risa N. Richardson; Valerie H. Musgrave; Helge B. D. Sørensen; Emmanuel Mignot; Poul J. Jennum (IEEE Trans. Biomed. Eng., 2024)

Frequency-Aware Masked Autoencoders for Human Activity Recognition using Accelerometers. - Niels R. Lorenzen; Poul J. Jennum; Emmanuel Mignot; Andreas Brink-Kjaer (CoRR, 2025)