Before revision: We provide adaptive inference methods for linear functionals of sparse linear approximations to the conditional expectation function.
After revision: We provide adaptive inference methods , based on l1 regularization methods, for regular (semi-parametric) and non-regular (nonparametric) linear functionals of sparse linear approximations to the conditional expectation function.