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math.OC2014
Low Complexity Regularization of Linear Inverse Problems
Samuel Vaiter, Gabriel Peyré, Jalal M. Fadili
Inverse problems and regularization theory is a central theme in contemporary signal processing, where the goal is to reconstruct an unknown signal from partial indirect, and possi…
math.OC2014
Model Consistency of Partly Smooth Regularizers
Samuel Vaiter, Gabriel Peyré, Jalal M. Fadili
This paper studies least-square regression penalized with partly smooth convex regularizers. This class of functions is very large and versatile allowing to promote solutions confo…