On cross-validated Lasso in high dimensions

Denis Chetverikov, Zhipeng Liao, Victor Chernozhukov

In this paper, we derive non-asymptotic error bounds for the Lasso estimator when the penalty parameter for the estimator is chosen using $K$-fold cross-validation. Our bounds impl…