Design of $c$-Optimal Experiments for High dimensional Linear Models

Hamid Eftekhari, Moulinath Banerjee, Ya'acov Ritov

We study random designs that minimize the asymptotic variance of a de-biased lasso estimator when a large pool of unlabeled data is available but measuring the corresponding respon…