Leonardo Voltarelli

Debiasing the Lasso under Weaker Tail Assumptions

We consider the problem of high-dimensional inference with the lasso estimator. Different methods including'double selection'techniques and multiple versions of the'debiased lasso'have been proposed for this task with noticeable success. However, most guarantees assume strong hypotheses on the underlying data process a...