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Elisabeth R. M. Heremans

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2020 – today

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2024
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  - journals/cbm/HeremansSBTSV24
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Elisabeth R. M. Heremans, Nabeel Seedat, Bertien Buyse, Dries Testelmans, Mihaela van der Schaar, Maarten De Vos:
U-PASS: An uncertainty-guided deep learning pipeline for automated sleep staging. Comput. Biol. Medicine 171: 108205 (2024)
2023
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Huy Phan, Kristian P. Lorenzen, Elisabeth R. M. Heremans, Oliver Y. Chén, Minh C. Tran, Philipp Koch, Alfred Mertins, Mathias Baumert, Kaare B. Mikkelsen, Maarten De Vos:
L-SeqSleepNet: Whole-cycle Long Sequence Modeling for Automatic Sleep Staging. IEEE J. Biomed. Health Informatics 27(10): 4748-4757 (2023)
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Huy Phan, Elisabeth R. M. Heremans, Oliver Y. Chén, Philipp Koch, Alfred Mertins, Maarten De Vos:
Improving Automatic Sleep Staging Via Temporal Smoothness Regularization. ICASSP 2023: 1-5
[i3]
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  - journals/corr/abs-2301-03441
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Huy Phan, Kristian P. Lorenzen, Elisabeth R. M. Heremans, Oliver Y. Chén, Minh C. Tran, Philipp Koch, Alfred Mertins, Mathias Baumert, Kaare B. Mikkelsen, Maarten De Vos:
L-SeqSleepNet: Whole-cycle Long Sequence Modelling for Automatic Sleep Staging. CoRR abs/2301.03441 (2023)
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  - journals/corr/abs-2306-04663
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Elisabeth R. M. Heremans, Nabeel Seedat, Bertien Buyse, Dries Testelmans, Mihaela van der Schaar, Maarten De Vos:
U-PASS: an Uncertainty-guided deep learning Pipeline for Automated Sleep Staging. CoRR abs/2306.04663 (2023)
2022
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Elisabeth R. M. Heremans, Huy Phan, Amir Hossein Ansari, Pascal Borzée, Bertien Buyse, Dries Testelmans, Maarten De Vos:
Feature matching as improved transfer learning technique for wearable EEG. Biomed. Signal Process. Control. 78: 104009 (2022)
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Elisabeth R. M. Heremans, Trui Osselaer, Nick Seeuws, Huy Phan, Dries Testelmans, Maarten De Vos:
Data augmentation in semi-supervised adversarial domain adaptation for EEG-based sleep staging. BHI 2022: 1-4
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  - journals/corr/abs-2201-00644
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Elisabeth R. M. Heremans, Huy Phan, Amir Hossein Ansari, Pascal Borzée, Bertien Buyse, Dries Testelmans, Maarten De Vos:
Feature matching as improved transfer learning technique for wearable EEG. CoRR abs/2201.00644 (2022)

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