365 citations
- Ghent UniversityBE67 papers
- Ghent University HospitalBE21 papers
- Centre National de la Recherche ScientifiqueFR9 papers
- Commissariat à l'Énergie Atomique et aux Énergies AlternativesFR5 papers
- KU LeuvenBE5 papers
- Columbia UniversityUS4 papers
- UCLouvainBE4 papers
- University of AucklandNZ4 papers
- University of ManchesterGB4 papers
- University of PaviaIT4 papers
- Auckland University of TechnologyNZ3 papers
- Bulgarian Academy of SciencesBG3 papers
5 papers · 1 filter
Variable importance measures for heterogeneous treatment effects
Oliver J. Hines, Karla Diaz-Ordaz, Stijn Vansteelandt
Motivated by applications in precision medicine and treatment effect heterogeneity, recent research has focused on estimating conditional average treatment effects (CATEs) using ma…
IV estimation of causal hazard ratio
Linbo Wang, Eric Tchetgen Tchetgen, Torben Martinussen +1
Cox's proportional hazards model is one of the most popular statistical models to evaluate associations of exposure with a censored failure time outcome. When confounding factors a…
Doubly robust tests of exposure effects under high-dimensional confounding
Oliver Dukes, Vahe Avagyan, Stijn Vansteelandt
After variable selection, standard inferential procedures for regression parameters may not be uniformly valid; there is no finite-sample size at which a standard test is guarantee…
Robustness and efficiency of covariate adjusted linear instrumental variable estimators
Stijn Vansteelandt, Vanessa Didelez
Two-stage least squares (TSLS) estimators and variants thereof are widely used to infer the effect of an exposure on an outcome using instrumental variables (IVs). They belong to a…
Direct genetic effects and their estimation from matched case-control data
Carlo Berzuini, Stijn Vansteelandt, Luisa Foco +2
In genetic association studies, a single marker is often associated with multiple, correlated phenotypes (e.g., obesity and cardiovascular disease, or nicotine dependence and lung…