Poul Jennum

Orcid: 0000-0001-6986-5254

Affiliations:
  • Rigshospitalet, Danish Center for Sleep Medicine, Denmark


According to our database1, Poul Jennum authored at least 47 papers between 1999 and 2023.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

Legend:

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Bibliography

2023
SViT: A Spectral Vision Transformer for the Detection of REM Sleep Behavior Disorder.
IEEE J. Biomed. Health Informatics, September, 2023

MSED: A Multi-Modal Sleep Event Detection Model for Clinical Sleep Analysis.
IEEE Trans. Biomed. Eng., September, 2023

A Flexible Deep Learning Architecture for Temporal Sleep Stage Classification Using Accelerometry and Photoplethysmography.
IEEE Trans. Biomed. Eng., 2023

Fully Automated Detection of Isolated Rapid-Eye-Movement Sleep Behavior Disorder Using Actigraphy.
Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2023

2022
Age estimation from sleep studies using deep learning predicts life expectancy.
npj Digit. Medicine, 2022

Detection of Cheyne-Stokes Breathing using a transformer-based neural network.
Proceedings of the 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2022

End-to-end Deep Learning of Polysomnograms for Classification of REM Sleep Behavior Disorder.
Proceedings of the 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2022

2021
Estimation of Apnea-Hypopnea Index Using Deep Learning On 3-D Craniofacial Scans.
IEEE J. Biomed. Health Informatics, 2021

U-Sleep: resilient high-frequency sleep staging.
npj Digit. Medicine, 2021

MSED: a multi-modal sleep event detection model for clinical sleep analysis.
CoRR, 2021

Polysomnographic Plethysmography Excursions are Reduced in Obese Elderly Men.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

Automatic Segmentation to Cluster Patterns of Breathing in Sleep Apnea.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

Upper Airway Classification in Sleep Endoscopy Examinations using Convolutional Recurrent Neural Networks<sup>*</sup>.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

2020
Automatic sleep stage classification with deep residual networks in a mixed-cohort setting.
CoRR, 2020

Deep transfer learning for improving single-EEG arousal detection.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

Prediction of Patient Demographics using 3D Craniofacial Scans and Multi-view CNNs.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

Predicting Age with Deep Neural Networks from Polysomnograms.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

2019
Automatic Detection of Cortical Arousals in Sleep and their Contribution to Daytime Sleepiness.
CoRR, 2019

U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Towards a Flexible Deep Learning Method for Automatic Detection of Clinically Relevant Multi-Modal Events in the Polysomnogram.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

A Clinically Applicable Interactive Micro and Macro-Sleep Staging Algorithm for Elderly and Patients with Neurodegeneration.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

2018
A Blind Source-Based Method for Automated Artifact-Correction in Standard Sleep EEG.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

Deep residual networks for automatic sleep stage classification of raw polysomnographic waveforms.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

A New Fully Automated Random-Forest Algorithm for Sleep Staging.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

Probabilistic Data-Driven Method for Limb Movement Detection during Sleep.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

Mobile Apnea Screening System for at-home Recording and Analysis of Sleep Apnea Severity.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

2017
The use of neural networks in the analysis of sleep stages and the diagnosis of narcolepsy.
CoRR, 2017

A flexible method for the automated offline-detection of artifacts in multi-channel electroencephalogram recordings.
Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017

2016
A Noise-Assisted Data Analysis Method for Automatic EOG-Based Sleep Stage Classification Using Ensemble Learning.
Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2016

Portable prescreening system for sleep apnea.
Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2016

2015
Quantification of muscle activity during sleep for patients with neurodegenerative diseases.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

EEG recordings as a source for the detection of IRBD.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

2014
Automatic quality classification of entire electrocardiographic recordings obtained with a novel patch type recorder.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Detection of K-complexes based on the wavelet transform.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Novel method for detection of Sleep Apnoea using respiration signals.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

2013
Classification of iRBD and Parkinson's patients using a general data-driven sleep staging model built on EEG.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Automatic SLEEP staging: From young aduslts to elderly patients using multi-class support vector machine.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

SLEEP phenomena as an early biomarker for Parkinsonism.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Detection of a sleep disorder predicting Parkinson's disease.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Classification of iRBD and Parkinson's disease patients based on eye movements during sleep.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

2012
Validation of a novel automatic sleep spindle detector with high performance during sleep in middle aged subjects.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Automatic detection of REM sleep in subjects without atonia.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Evaluation of novel algorithm embedded in a wearable sEMG device for seizure detection.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Separation of Parkinson's patients in early and mature stages from control subjects using one EOG channel.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

2011
Detection of arousals in Parkinson's disease patients.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

Automatic REM sleep detection associated with idiopathic rem sleep Behavior Disorder.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

1999
A computer-based information system for epilepsy and electroencephalography.
Int. J. Medical Informatics, 1999


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