Confidence Sets Based on Penalized Maximum Likelihood Estimators in Gaussian Regression

Benedikt M. Pötscher, Ulrike Schneider

Confidence intervals based on penalized maximum likelihood estimators such as the LASSO, adaptive LASSO, and hard-thresholding are analyzed. In the known-variance case, the finite-…