Belloni, Alexandre; Chernozhukov, Victor; Chetverikov, Denis - 2018
This chapter presents key concepts and theoretical results for analyzing estimation and inference in high-dimensional models. High-dimensional models are characterized by having a number of unknown parameters that is not vanishingly small relative to the sample size. We first present results in...