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stat.ME2022★ 1 cited
Causal discovery for observational sciences using supervised machine learning
Anne Helby Petersen, Joseph Ramsey, Claus Thorn Ekstrøm +1
Causal inference can estimate causal effects, but unless data are collected experimentally, statistical analyses must rely on pre-specified causal models. Causal discovery algorith…
stat.ME2021
Ranking of average treatment effects with generalized random forests for time-to-event outcomes
Helene C. W. Rytgaard, Claus T. Ekstrøm, Lars V. Kessing +1
In this paper we present a data-adaptive estimation procedure for estimation of average treatment effects in a time-to-event setting based on generalized random forests. In these k…