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 | 129 | 2018 |
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 | 62 | 2018 |
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 | 56 | 2020 |
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 | 33 | 2018 |
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 | 25 | 2020 |
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 | 18 | 2018 |
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 | 15 | 2020 |
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 | 12 | 2016 |
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 | 9 | 2019 |
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 | 9 | 2019 |
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 | 7 | 2019 |
Surrogate modelling with sequential design for expensive simulation applications J Van Der Herten, T Van Steenkiste, I Couckuyt, T Dhaene Computer Simulation 173, 2017 | 7 | 2017 |
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 | 5 | 2018 |
Generating an explainable ECG beat space with variational auto-encoders T Van Steenkiste, D Deschrijver, T Dhaene arXiv preprint arXiv:1911.04898, 2019 | 3 | 2019 |
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 | 1 | 2020 |
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 | 1 | 2019 |
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 |