8 citations · 16 across the 6 of their papers we have counts for
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math.ST2019★ 2 cited
Efficient Estimation of Pathwise Differentiable Target Parameters with the Undersmoothed Highly Adaptive Lasso
Mark J. van der Laan, David Benkeser, Weixin Cai
We consider estimation of a functional parameter of a realistically modeled data distribution based on observing independent and identically distributed observations. We define an…
math.ST2019★ 5 cited
Nonparametric Bootstrap Inference for the Targeted Highly Adaptive LASSO Estimator
Weixin Cai, Mark van der Laan
The Highly-Adaptive-LASSO Targeted Minimum Loss Estimator (HAL-TMLE) is an efficient plug-in estimator of a pathwise differentiable parameter in a statistical model that at minimal…
stat.ME2019
A nonparametric super-efficient estimator of the average treatment effect
David Benkeser, Weixin Cai, Mark J van der Laan
Doubly robust estimators of causal effects are a popular means of estimating causal effects. Such estimators combine an estimate of the conditional mean of the outcome given treatm…