Pawel Morzywolek (he/him)
Postdoctoral Researcher, University of Washington
I am a postdoc in the Department of Statistics. My research focuses on causal inference and statistical inference for infinite-dimensional parameters, with application to study the efficacy of infectious disease prevention strategies.
I obtained my PhD in Statistical Data Analysis from Ghent University. In my PhD project, I applied methods from causal inference to infer the optimal time to initiate treatment in critically ill patients using observational routinely collected data.
On a General Class of Orthogonal Learners for the Estimation of Heterogeneous Treatment Effects
Pawel Morzywolek, Johan Decruyenaere, Stijn Vansteelandt
Motivated by applications in personalized medicine and individualized policy making, there is a growing interest in techniques for quantifying treatment effect…
On Estimation and Cross-validation of Dynamic Treatment Regimes with Competing Risks
Pawel Morzywolek, Johan Steen, Wim Van Biesen, Johan Decruyenaere, Stijn Vansteelandt
The optimal moment to start renal replacement therapy in a patient with acute kidney injury (AKI) remains a challenging problem in intensive care nephrology…