Selecting Penalty Parameters of High-Dimensional M-Estimators using Bootstrapping after Cross-Validation

Denis Chetverikov, Jesper Riis-Vestergaard Sørensen

We develop a new method for selecting the penalty parameter for ${\ell }_1$-penalized M-estimators in high dimensions, which we refer to as bootstrapping after cross-validation. We…