Sharp threshold detection based on sup-norm error rates in high-dimensional models

<p style="text-align:justify;"> We propose a new estimator, the thresholded scaled Lasso, in high-dimensional threshold regressions. First, we establish an upper bound on the ℓ∞ estimation error of the scaled Lasso estimator of Lee, Seo, and Shin. This is a nontrivial task as the li...

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Príomhchruthaitheoirí: Callot, L, Caner, M, Kock, A, Riquelme, J
Formáid: Journal article
Teanga:English
Foilsithe / Cruthaithe: Taylor and Francis 2017