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math.ST2021
Continuous-time targeted minimum loss-based estimation of intervention-specific mean outcomes
Helene C. Rytgaard, Thomas A. Gerds, Mark J. van der Laan
This paper studies the generalization of the targeted minimum loss-based estimation (TMLE) framework to estimation of effects of time-varying interventions in settings where both i…
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…