Belloni, Alexandre; Chernozhukov, Victor; Hansen, … - 2011
This article is about estimation and inference methods for high dimensional sparse (HDS) regression models in … regression function is well-approximated by a parsimonious, yet unknown set of regressors. The latter condition makes it possible … to estimate the entire regression function effectively by searching for approximately the right set of regressors. We …