The Geometry of Uniqueness, Sparsity and Clustering in Penalized Estimation

Ulrike Schneider, Patrick Tardivel

We provide a necessary and sufficient condition for the uniqueness of penalized least-squares estimators whose penalty term is given by a norm with a polytope unit ball, covering a…