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 […]

Victor Chernozhukov, Whitney K. Newey, James Robins
2 March 2018 | CWP15/18
Semiparametric efficient empirical higher order influence function estimators

Robins et al. (2008, 2016b) applied the theory of higher order infuence functions (HOIFs) to derive […]

Rajarshi Mukherjee, Whitney K. Newey, James Robins
14 June 2017 | CWP30/17
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 […]

Victor Chernozhukov, Denis Chetverikov, Mert Demirer, Esther Duflo, Christian Hansen, Whitney K. Newey, James Robins
2 June 2017 | CWP28/17