James Robins
Selected Publications
Double/de-biased machine learning using regularized Riesz representers
We provide adaptive inference methods for linear functionals of L1-regularized linear approximations to the conditional expectation […]
Semiparametric efficient empirical higher order influence function estimators
Robins et al. (2008, 2016b) applied the theory of higher order infuence functions (HOIFs) to derive […]
Double/debiased machine learning for treatment and structural parameters
We revisit the classic semiparametric problem of inference on a low dimensional parameter θ0 in the […]