In this paper we propose a methodology to accelerate the resolution of the so-called Sorted
L-One Penalized Estimation (SLOPE) problem. Our method leverages the concept of “safe …

In this paper, we propose a novel safe screening test for Lasso. Our procedure is based on a
safe region with a dome geometry and exploits a canonical representation of the set of half …

Nous présentons une nouvelle région de sûreté (safe region) pour la mise en oeuvre de
techniques d'" élimination sûre de variables"(safe screening) pour le problème LASSO. La …

Convex optimization is common in machine learning, statistics, signal, and image
processing. Solving high-dimensional optimization problems remains challenging due to …

In this paper, we put forth a novel framework (named" RYU") for the construction of" safe"
balls, ie, regions that provably contain the dual solution of a target optimization problem. We …

Some Contributions to Reconstruction Problems Page 1 HAL Id: tel-03888741 https://inria.hal.science/tel-03888741
Submitted on 7 Dec 2022 HAL is a multi-disciplinary open access archive for the deposit …