Confidence Sets Based on Thresholding Estimators in High-Dimensional Gaussian Regression Models

Ulrike Schneider

We study confidence intervals based on hard-thresholding, soft-thresholding, and adaptive soft-thresholding in a linear regression model where the number of regressors $k$ may depe…