Researcher
Elisabeth Heremans
- Disciplines:Data mining, Machine learning and decision making, Biomedical image processing, Biomedical signal processing, Human health engineering, Pattern recognition and neural networks, Health informatics, Signal processing
Affiliations
- Dynamical Systems, Signal Processing and Data Analytics (STADIUS) (Division)
Member
From1 Aug 2020 → Today - ESAT - STADIUS, Stadius Centre for Dynamical Systems, Signal Processing and Data Analytics (Division)
Member
From10 Feb 2020 → 31 Jul 2020
Projects
1 - 1 of 1
- Automated sleep analysis from wearable monitoring devices.From17 Mar 2020 → TodayFunding: FWO Strategic Basic Research Grant
Publications
1 - 10 of 12
- Automated remote sleep monitoring needs uncertainty quantification(2024)
Authors: Elisabeth Heremans, Laura Van den Bulcke, Astrid Devulder, Bertien Buyse, Dries Testelmans, Maarten Van Den Bossche, Maarten De Vos
- Acoustic Stimulation to Improve Slow-Wave Sleep in Alzheimer's Disease: A Multiple Night At-Home Intervention.(2024)
Authors: Laura Van den Bulcke, Hannah Davidoff, Elisabeth Heremans, Kristof Vansteelandt, Maarten De Vos, Louise Emsell, Bertien Buyse, Mathieu Vandenbulcke, Dries Testelmans, Maarten Van Den Bossche
Pages: S1064-7481 - Automated sleep staging on reduced channels in children with epilepsy(2024)
Authors: Renee Proost, Elisabeth Heremans, Lieven Lagae, Wim Van Paesschen, Maarten De Vos, Katrien Jansen
- U-PASS: An uncertainty-guided deep learning pipeline for automated sleep staging(2024)
Authors: Elisabeth Heremans, Bertien Buyse, Dries Testelmans, Maarten De Vos
- Acoustic Stimulation as A Promising Technique to Enhance Slow-Wave Sleep in Alzheimer’s Disease: Results of a Pilot Study(2023)
Authors: Laura Van den Bulcke, Anne-Marie Peeters, Elisabeth Heremans, Hannah Davidoff, Maarten De Vos, Louise Emsell, Jan Van den Stock, Jos Tournoy, Bertien Buyse, Mathieu Vandenbulcke, et al.
- L-SeqSleepNet: Whole-cycle Long Sequence Modeling for Automatic Sleep Staging.(2023)
Authors: Elisabeth Heremans, Maarten De Vos
Pages: 4748 - 4757 - Feature matching as improved transfer learning technique for wearable EEG(2022)
Authors: Elisabeth Heremans, Bertien Buyse, Dries Testelmans, Maarten De Vos
- From unsupervised to semi-supervised adversarial domain adaptation in electroencephalography-based sleep staging(2022)
Authors: Elisabeth Heremans, Bertien Buyse, Dries Testelmans, Maarten De Vos
- Data augmentation in semi-supervised adversarial domain adaptation for EEG-based sleep staging(2022)
Authors: Elisabeth Heremans, Nick Seeuws, Dries Testelmans, Maarten De Vos
Number of pages: 4 - Maturation of the autonomic nervous system in premature infants: estimating development based on heart-rate variability analysis(2021)
Authors: Mario Lavanga, Elisabeth Heremans, Jonathan Moeyersons, Bieke Bollen, Katrien Jansen, Els Ortibus, Gunnar Naulaers, Sabine Van Huffel, Alexander Caicedo Dorado