Sharp Threshold Detection Based on Sup-norm Error rates in High-dimensional Models

Laurent Callot, Mehmet Caner, Anders Bredahl Kock +1

We propose a new estimator, the thresholded scaled Lasso, in high dimensional threshold regressions. First, we establish an upper bound on the ${\ell }_{\infty }$ estimation error of the…