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 - 9 of 9
- U-PASS: An uncertainty-guided deep learning pipeline for automated sleep staging.(2024)
Authors: Elisabeth Heremans, Bertien Buyse, Dries Testelmans, Maarten De Vos
Pages: 108205 - 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
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
- Artificial neural network-based automatic detection of food intake for neuromodulation in treating obesity and diabetes(2020)
Authors: Elisabeth Heremans, Sabine Van Huffel
Pages: 2547 - 2557 - Automatic quiet sleep detection based on multifractality in preterm neonates: effects of maturation(2017)
Authors: Mario Lavanga, Ofelie De Wel, Elisabeth Heremans, Katrien Jansen, Anneleen Dereymaeker, Gunnar Naulaers, Sabine Van Huffel
Pages: 2010 - 2013