Elisabeth R. M. Heremans

According to our database, Elisabeth R. M. Heremans authored at least 9 papers between 2022 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Functional Near-Infrared Spectroscopy Feature Extraction with Application in Workload Estimation.

Elisabeth R. M. Heremans, David Johnston, Dimitra Emmanouilidou, Andre Golard, Ivan Tashev, Ryen White

Proceedings of the 2025 IEEE International Conference on Acoustics, 2025

2024

Personalization of Automatic Sleep Scoring: How Best to Adapt Models to Personal Domains in Wearable EEG.

Kristian P. Lorenzen, Elisabeth R. M. Heremans, Maarten De Vos, Kaare B. Mikkelsen

IEEE J. Biomed. Health Informatics, October, 2024

U-PASS: An uncertainty-guided deep learning pipeline for automated sleep staging.

Elisabeth R. M. Heremans, Nabeel Seedat, Bertien Buyse, Dries Testelmans, Mihaela van der Schaar, Maarten De Vos

Comput. Biol. Medicine, 2024

2023

L-SeqSleepNet: Whole-cycle Long Sequence Modeling for Automatic Sleep Staging.

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

IEEE J. Biomed. Health Informatics, October, 2023

L-SeqSleepNet: Whole-cycle Long Sequence Modelling for Automatic Sleep Staging.

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

CoRR, 2023

Explaining Uncertainty in AI for Clinical Decision Support Systems.

Elisabeth R. M. Heremans, Maarten De Vos

Proceedings of the Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2023

Improving Automatic Sleep Staging Via Temporal Smoothness Regularization.

Huy Phan, Elisabeth R. M. Heremans, Oliver Y. Chén, Philipp Koch, Alfred Mertins, Maarten De Vos

Proceedings of the IEEE International Conference on Acoustics, 2023

2022

Feature matching as improved transfer learning technique for wearable EEG.

Elisabeth R. M. Heremans, Huy Phan, Amir Hossein Ansari, Pascal Borzée, Bertien Buyse, Dries Testelmans, Maarten De Vos

Biomed. Signal Process. Control., September, 2022

Data augmentation in semi-supervised adversarial domain adaptation for EEG-based sleep staging.

Elisabeth R. M. Heremans, Trui Osselaer, Nick Seeuws, Huy Phan, Dries Testelmans, Maarten De Vos

Proceedings of the IEEE-EMBS International Conference on Biomedical and Health Informatics, 2022