9 citations · 12 across the 4 of their papers we have counts for
3 papers · 1 filter
Nonparametric identification is not enough, but randomized controlled trials are
P. M. Aronow, James M. Robins, Theo Saarinen +2
We argue that randomized controlled trials (RCTs) are special even among settings where average treatment effects are identified by a nonparametric unconfoundedness assumption. Thi…
Shrinkage Estimators in Online Experiments
Drew Dimmery, Eytan Bakshy, Jasjeet Sekhon
We develop and analyze empirical Bayes Stein-type estimators for use in the estimation of causal effects in large-scale online experiments. While online experiments are generally t…
Causaltoolbox---Estimator Stability for Heterogeneous Treatment Effects
Sören R. Künzel, Simon J. S. Walter, Jasjeet S. Sekhon
Estimating heterogeneous treatment effects has become increasingly important in many fields and life and death decisions are now based on these estimates: for example, selecting a…