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20182024
most citedEfficient nonparametric inference on the effects of stochastic interventions under two-phase sampling, with applications to vaccine efficacy trials

26 citations · 46 across the 13 of their papers we have counts for

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stat.ME2018★ 2 cited

Robust inference on the average treatment effect using the outcome highly adaptive lasso

Cheng Ju, David Benkeser, Mark J. van der Laan

Many estimators of the average effect of a treatment on an outcome require estimation of the propensity score, the outcome regression, or both. It is often beneficial to utilize fl…

stat.ME2018★ 1 cited

A machine learning-based approach for estimating and testing associations with multivariate outcomes

David Benkeser, Andrew Mertens, Benjamin F. Arnold +5

We propose a method for summarizing the strength of association between a set of variables and a multivariate outcome. Classical summary measures are appropriate when linear relati…