Emmanuel Mignot
Orcid: 0000-0002-6928-5310
According to our database1,
Emmanuel Mignot
authored at least 30 papers
between 2014 and 2024.
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Bibliography
2024
A Deep Transfer Learning Approach for Sleep Stage Classification and Sleep Apnea Detection Using Wrist-Worn Consumer Sleep Technologies.
IEEE Trans. Biomed. Eng., August, 2024
SleepFM: Multi-modal Representation Learning for Sleep Across Brain Activity, ECG and Respiratory Signals.
Proceedings of the Forty-first International Conference on Machine Learning, 2024
2023
SViT: A Spectral Vision Transformer for the Detection of REM Sleep Behavior Disorder.
IEEE J. Biomed. Health Informatics, September, 2023
IEEE Trans. Biomed. Eng., September, 2023
RRWaveNet: A Compact End-to-End Multiscale Residual CNN for Robust PPG Respiratory Rate Estimation.
IEEE Internet Things J., September, 2023
A Flexible Deep Learning Architecture for Temporal Sleep Stage Classification Using Accelerometry and Photoplethysmography.
IEEE Trans. Biomed. Eng., 2023
Automatic Detection of Chronic Insomnia from Polysomnographic and Clinical Variables Using Machine Learning.
Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 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
npj Digit. Medicine, 2022
RRWaveNet: A Compact End-to-End Multi-Scale Residual CNN for Robust PPG Respiratory Rate Estimation.
CoRR, 2022
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
IEEE J. Biomed. Health Informatics, 2021
CoRR, 2021
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021
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
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020
2019
Sleep monitoring with the Apple Watch: comparison to a clinically validated actigraph.
F1000Research, 2019
Automatic Detection of Cortical Arousals in Sleep and their Contribution to Daytime Sleepiness.
CoRR, 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
2018
CoRR, 2018
Proceedings of the 28th IEEE International Workshop on Machine Learning for Signal Processing, 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
2017
The use of neural networks in the analysis of sleep stages and the diagnosis of narcolepsy.
CoRR, 2017
2015
SEV - a software toolbox for large scale analysis and visualization of polysomnography data.
Comput. methods Biomech. Biomed. Eng. Imaging Vis., 2015
2014
Exploring medical diagnostic performance using interactive, multi-parameter sourced receiver operating characteristic scatter plots.
Comput. Biol. Medicine, 2014