Researcher
Stijn Vansteelandt
- Keywords:Statistical methodology, Causal inference, Machine learning, Semi-parametric inference
- Disciplines:Probability theory, Statistics and numerical methods not elsewhere classified, Statistics, Epidemiology
Affiliations
- Department of Applied Mathematics, Computer Science and Statistics (Department)
Member
From1 Oct 1998 → Today
Projects
11 - 18 of 18
- Offline and online evaluation of medical treatment decision strategies based on large scale electronic health registersFrom1 Jan 2016 → 31 Dec 2019Funding: FWO Strategic Basic Research Grant
- Bias-reduced double-robust estimationFrom1 Jan 2016 → 31 Dec 2019Funding: FWO research project (including WEAVE projects)
- Dealing with effect decomposition and intermediate confounding in causal mediation analysisFrom1 Jan 2012 → 31 Dec 2017Funding: FWO research project (including WEAVE projects)
- Optimal estimation of nuisance paramters and models in causal inferenceFrom1 Oct 2011 → 30 Sep 2015Funding: BOF - Other initiatives, FWO fellowships
- Structural nested models for the effect of a time-varying exposure on dichtomous outcomes and survival outcomesFrom15 Oct 2010 → 14 Oct 2014Funding: BOF - Doctoral projects
- Semiparametric mixed models for the analysis of genome wide expression dataFrom1 Jan 2009 → 31 Oct 2013Funding: BOF - Doctoral projects
- Modelling the impact of microbicides on HIV incidence and prevalence in Mombasa, KenyaFrom1 Jan 2007 → 31 Oct 2009Funding: BOF - Doctoral projects
- Powerful methods for detecting gene-gene interactionsFrom1 Jan 2007 → 31 Oct 2009Funding: BOF - Doctoral projects
Publications
1 - 10 of 204
- Assumption-lean cox regression(2024)
Authors: Stijn Vansteelandt, Oliver Dukes, Kelly Van Lancker, Torben Martinussen
Pages: 475 - 484 - Dealing with time‐dependent exposures and confounding when defining and estimating attributable fractions : revisiting estimands and estimators(2024)
Authors: Johan Steen, Pawel Morzywolek, Wim Van Biesen, Johan Decruyenaere, Stijn Vansteelandt
Pages: 912 - 934 - Coaching doctors to improve ethical decision-making in adult hospitalised patients potentially receiving excessive treatment : study protocol for a stepped wedge cluster randomised controlled trial(2023)
Authors: Dominique Benoit, Stijn Vanheule, Frank Manesse, Frederik Anseel, Geert De Soete, Katrijn Goethals, An Lievrouw, Stijn Vansteelandt, Erik De Haan, Ruth Piers, et al.
- Rejoinder to discussions on 'Instrumental variable estimation of the causal hazard ratio'(2023)
Authors: Linbo Wang, Eric Tchetgen Tchetgen, Torben Martinussen, Stijn Vansteelandt
Pages: 564 - 568 - Causal inference in survival analysis using longitudinal observational data : sequential trials and marginal structural models(2023)
Authors: Ruth H. Keogh, Jon Michael Gran, Shaun R. Seaman, Gwyneth Davies, Stijn Vansteelandt
Pages: 2191 - 2225 - Instrumental variable estimation of the causal hazard ratio(2023)
Authors: Linbo Wang, Eric Tchetgen Tchetgen, Torben Martinussen, Stijn Vansteelandt
Pages: 539 - 550 - The role of loneliness on hearing ability and dementia : a novel mediation approach(2023)
Authors: Ruth A. Hackett, Tat Thang Vo, Stijn Vansteelandt, Hilary Davies-Kershaw
Pages: 2834 - 2844 - Synthetic data : can we trust statistical estimators?(2023)
Authors: Heidelinde Dehaene, Paloma Rabaey, Christiaan Polet, Johan Decruyenaere, Stijn Vansteelandt, Thomas Demeester
Number of pages: 1 - Semiparametric estimation of probabilistic index models : efficiency and bias(2023)
Authors: Karel Vermeulen, Jan De Neve, Gustavo Amorim, Olivier Thas, Stijn Vansteelandt
Pages: 1003 - 1024 - A statistical test to reject the structural interpretation of a latent factor model(2022)
Authors: Tyler J. VanderWeele, Stijn Vansteelandt
Pages: 2032 - 2054