Asymptotically Honest Confidence Regions for High Dimensional Parameters by the Desparsified Conservative Lasso

Mehmet Caner, Anders Bredahl Kock

In this paper we consider the conservative Lasso which we argue penalizes more correctly than the Lasso and show how it may be desparsified in the sense of van de Geer et al. (2014…