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Elisabeth Heremans
Elisabeth Heremans
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From unsupervised to semi-supervised adversarial domain adaptation in electroencephalography-based sleep staging
ERM Heremans, H Phan, P Borzée, B Buyse, D Testelmans, M De Vos
Journal of Neural Engineering 19 (3), 036044, 2022
182022
Feature matching as improved transfer learning technique for wearable EEG
ERM Heremans, H Phan, AH Ansari, P Borzée, B Buyse, D Testelmans, ...
Biomedical Signal Processing and Control 78, 104009, 2022
122022
Automatic quiet sleep detection based on multifractality in preterm neonates: Effects of maturation
M Lavanga, O De Wel, A Caicedo, E Heremans, K Jansen, ...
2017 39th Annual International Conference of the IEEE Engineering in …, 2017
122017
L-SeqSleepNet: Whole-cycle long sequence modelling for automatic sleep staging
H Phan, KP Lorenzen, E Heremans, OY Chén, MC Tran, P Koch, ...
IEEE Journal of Biomedical and Health Informatics, 2023
112023
Maturation of the autonomic nervous system in premature infants: estimating development based on heart-rate variability analysis
M Lavanga, E Heremans, J Moeyersons, B Bollen, K Jansen, E Ortibus, ...
Frontiers in Physiology 11, 581250, 2021
92021
Acoustic stimulation as a promising technique to enhance slow-wave sleep in Alzheimer’s disease: results of a pilot study
L Van den Bulcke, AM Peeters, E Heremans, H Davidoff, P Borzée, ...
Journal of Clinical Sleep Medicine 19 (12), 2107-2112, 2023
82023
Artificial neural network-based automatic detection of food intake for neuromodulation in treating obesity and diabetes
ERM Heremans, AS Chen, X Wang, J Cheng, F Xu, AE Martinez, ...
Obesity Surgery 30, 2547-2557, 2020
82020
Improving automatic sleep staging via temporal smoothness regularization
H Phan, E Heremans, OY Chén, P Koch, A Mertins, M De Vos
ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023
22023
U-PASS: An uncertainty-guided deep learning pipeline for automated sleep staging
ERM Heremans, N Seedat, B Buyse, D Testelmans, M van der Schaar, ...
Computers in Biology and Medicine, 108205, 2024
12024
Automated remote sleep monitoring needs machine learning with uncertainty quantification
E Heremans, L Van den Bulcke, N Seedat, A Devulder, P Borzée, ...
2023
Personalization of automatic sleep scoring: How best to adapt models to personal domains in wearable EEG
K Lorenzen, ERM Heremans, M de Vos, KB Mikkelsen
Authorea Preprints, 2023
2023
Data augmentation in semi-supervised adversarial domain adaptation for EEG-based sleep staging
ERM Heremans, T Osselaer, N Seeuws, H Phan, D Testelmans, ...
2022 IEEE-EMBS International Conference on Biomedical and Health Informatics …, 2022
2022
Automated sleep staging on reduced channels in children with epilepsy
R Proost, E Heremans, L Lagae, W Van Paesschen, M De Vos, K Jansen
Frontiers in Neurology 15, 1390465, 0
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