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Tom Van Steenkiste
Tom Van Steenkiste
Epilog
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Automated Sleep Apnea Detection in Raw Respiratory Signals using Long Short-Term Memory Neural Networks
T Van Steenkiste, W Groenendaal, D Deschrijver, T Dhaene
IEEE journal of biomedical and health informatics 23 (6), 2354 - 2364, 2018
1362018
Accurate prediction of blood culture outcome in the intensive care unit using long short-term memory neural networks
T Van Steenkiste, J Ruyssinck, L De Baets, J Decruyenaere, F De Turck, ...
Artificial Intelligence in Medicine, 2018
622018
Portable detection of apnea and hypopnea events using bio-impedance of the chest and deep learning
T Van Steenkiste, W Groenendaal, P Dreesen, S Lee, S Klerkx, ...
IEEE Journal of Biomedical and Health Informatics 24 (9), 2589-2598, 2020
612020
Automated assessment of bone age using deep learning and Gaussian process regression
T Van Steenkiste, J Ruyssinck, O Janssens, B Vandersmissen, ...
2018 40th Annual International Conference of the IEEE Engineering in …, 2018
332018
Interpretable epilepsy detection in routine, interictal EEG data using deep learning
T Uyttenhove, A Maes, T Van Steenkiste, D Deschrijver, T Dhaene
Machine Learning for Health, 355-366, 2020
262020
Systematic comparison of respiratory signals for the automated detection of sleep apnea
T Van Steenkiste, W Groenendaal, J Ruyssinck, P Dreesen, S Klerkx, ...
2018 40th Annual International Conference of the IEEE Engineering in …, 2018
192018
Sensor fusion using backward shortcut connections for sleep apnea detection in multi-modal data
T Van Steenkiste, D Deschrijver, T Dhaene
Machine Learning for Health Workshop, 112-125, 2020
152020
Sensitivity analysis of expensive black-box systems using metamodeling
T Van Steenkiste, J van der Herten, I Couckuyt, T Dhaene
2016 Winter Simulation Conference (WSC), 578-589, 2016
122016
Interpretable ECG beat embedding using disentangled variational auto-encoders
T Van Steenkiste, D Deschrijver, T Dhaene
2019 IEEE 32nd International Symposium on Computer-Based Medical Systems …, 2019
92019
ALBATROS: adaptive line-based sampling trajectories for sequential measurements
T Van Steenkiste, J van der Herten, D Deschrijver, T Dhaene
Engineering with Computers 35 (2), 537–550, 2019
92019
Data-efficient sensitivity analysis with surrogate modeling
T Van Steenkiste, J van der Herten, I Couckuyt, T Dhaene
Uncertainty Modeling for Engineering Applications, 55-69, 2019
82019
Surrogate modelling with sequential design for expensive simulation applications
J Van Der Herten, T Van Steenkiste, I Couckuyt, T Dhaene
Computer Simulation 173, 2017
72017
Sequential sensitivity analysis of expensive black-box simulators with metamodelling
T Van Steenkiste, J van der Herten, I Couckuyt, T Dhaene
Applied Mathematical Modelling 61, 668-681, 2018
62018
Generating an explainable ECG beat space with variational auto-encoders
T Van Steenkiste, D Deschrijver, T Dhaene
arXiv preprint arXiv:1911.04898, 2019
32019
A Bayesian optimisation procedure for estimating optimal trajectories in electromagnetic compliance testing
R Delanghe, TV Steenkiste, I Couckuyt, D Deschrijver, T Dhaene
Engineering Proceedings 3 (1), 8, 2020
12020
Learning to forget: design of experiments for line-based bayesian optimization in dynamic environments
J Jocqué, T Van Steenkiste, P Stroobant, R Delanghe, D Deschrijver, ...
2019 Winter Simulation Conference (WSC), 656-667, 2019
12019
Method and a system for detecting a respiratory event of a subject and a method for forming a model for detecting a respiratory event
W Groenendaal, D Deschrijver, T Van Steenkiste, J Ruyssinck
US Patent 11,903,724, 2024
2024
Machinaal leren voor analyse van tijdsreeksdata in de gezondheidszorg
T Van Steenkiste
2020
Machine learning for time-series analysis in health care
T Van Steenkiste
Ghent University, 2020
2020
A method and a system for detecting a respiratory event of a subject and a method for forming a model for detecting a respiratory event
W GROENENDAAL, D Deschrijver, J RUYSSINCK, T VAN STEENKISTE
2019
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Artikelen 1–20