De-Biased Machine Learning of Global and Local Parameters Using Regularized Riesz Representers

Victor Chernozhukov, Whitney Newey, Rahul Singh

We provide adaptive inference methods, based on ${\ell }_1$ regularization, for regular (semi-parametric) and non-regular (nonparametric) linear functionals of the conditional expecta…