Gru-ode-bayes: Continuous modeling of sporadically-observed time series E De Brouwer, J Simm, A Arany, Y Moreau Conference on Neural Information Processing Systems, 2019 | 316 | 2019 |
Associations of disease-modifying therapies with COVID-19 severity in multiple sclerosis S Simpson-Yap*, E De Brouwer*, T Kalincik, N Rijke, JA Hillert, C Walton, ... Neurology 97 (19), e1870-e1885, 2021 | 227 | 2021 |
Topological graph neural networks M Horn*, E De Brouwer*, M Moor, Y Moreau, B Rieck, K Borgwardt International Conference on Learning Representations (ICLR), 2022 | 84 | 2022 |
COVID-19 in people with multiple sclerosis: A global data sharing initiative LM Peeters, T Parciak, C Walton, L Geys, Y Moreau, E De Brouwer, ... Multiple Sclerosis Journal 26 (10), 1157-1162, 2020 | 62 | 2020 |
Modeling the COVID-19 outbreaks and the effectiveness of the containment measures adopted across countries E De Brouwer, D Raimondi, Y Moreau MedRxiv, 2020.04. 02.20046375, 2020 | 60 | 2020 |
Updated results of the COVID-19 in MS global data sharing initiative: anti-CD20 and other risk factors associated with COVID-19 severity S Simpson-Yap, A Pirmani, T Kalincik, E De Brouwer, L Geys, T Parciak, ... Neurology: Neuroimmunology & Neuroinflammation 9 (6), e200021, 2022 | 36 | 2022 |
Longitudinal machine learning modeling of MS patient trajectories improves predictions of disability progression E De Brouwer, T Becker, Y Moreau, EK Havrdova, M Trojano, S Eichau, ... Computer methods and programs in biomedicine 208, 106180, 2021 | 34 | 2021 |
Predicting the impact of treatments over time with uncertainty aware neural differential equations E De Brouwer, JG Hernández, S Hyland AISTATS 2022, 2022 | 21 | 2022 |
First results of the COVID-19 in MS Global Data Sharing Initiative suggest anti-CD20 DMTs are associated with worse COVID-19 outcomes S Simpson-Yap, E de Brouwer, T Kalincik, N Rijke, J Hillert, C Walton, ... Multiple Sclerosis Journal 26 (3_SUPPL), 48-49, 2020 | 19 | 2020 |
Latent Convergent Cross Mapping: Causal Discovery for Irregularly-Sampled Time Series E De Brouwer, A Arany, J Simm, Y Moreau International Conference on Learning Representations (ICLR), 2021 | 17* | 2021 |
Multiple Sclerosis Data Alliance–A global multi-stakeholder collaboration to scale-up real world data research LM Peeters, T Parciak, D Kalra, Y Moreau, E Kasilingam, P Van Galen, ... Multiple Sclerosis and Related Disorders 47, 102634, 2021 | 17 | 2021 |
Learning dynamical systems from data: A simple cross-validation perspective, part iii: Irregularly-sampled time series J Lee, E De Brouwer, B Hamzi, H Owhadi Physica D: Nonlinear Phenomena,, 2021 | 16 | 2021 |
va n der Walt S Simpson-Yap, E De Brouwer, T Kalincik, N Rijke, JA Hillert, C Walton, ... A., Butzkueven, H., Alroughani, R., Ozakbas, S., Rojas, JI, van der Mei, I …, 2021 | 8 | 2021 |
Deep ensemble tensor factorization for longitudinal patient trajectories classification E De Brouwer, J Simm, A Arany, Y Moreau Machine Learning for Healthcare (ML4H), NeurIPS 2018, 2018 | 8 | 2018 |
Deep Counterfactual Estimation with Categorical Background Variables E De Brouwer NeurIPS 2022, 2022 | 6 | 2022 |
Severity of COVID19 infection among patients with multiple sclerosis treated with interferon-β S Simpson-Yap, A Pirmani, E De Brouwer, LM Peeters, L Geys, T Parciak, ... Multiple Sclerosis and Related Disorders 66, 104072, 2022 | 6 | 2022 |
Learning predictive checklists from continuous medical data Y Makhija, E De Brouwer, RG Krishnan Machine Learning for Health (ML4H), 2022 | 5 | 2022 |
The magnitude vector of images MF Adamer, E De Brouwer, L O'Bray, B Rieck arXiv preprint arXiv:2110.15188, 2021 | 4 | 2021 |
Benchmarking observational studies with experimental data under right-censoring I Demirel, E De Brouwer, ZM Hussain, M Oberst, AA Philippakis, D Sontag International Conference on Artificial Intelligence and Statistics, 4285-4293, 2024 | 3 | 2024 |
Expressive graph informer networks J Simm, A Arany, E De Brouwer, Y Moreau International Conference on Machine Learning, Optimization, and Data Science …, 2021 | 3 | 2021 |