Guillaume Garrigos

Publications

288

Citations

H-Index

2014

Active since

Affiliations

Centre National de la Recherche Scientifique(Current)

University of Genoa

Université de Montpellier

Sorbonne Université

Université Paris Cité

Guillaume Garrigos is an author at Centre National de la Recherche Scientifique specializing in engineering, inverse problems, and convex optimization.

ORCID

Top concepts

EngineeringInverse ProblemsNumerical AnalysisConvex OptimizationApproximation TheoryMathematical ProgrammingComputer ScienceFunctional AnalysisOperations ResearchComputational Geometry

Publications per year

2014–2023

Publications

Splitting Methods with Variable Metric for Kurdyka–Łojasiewicz Functions and General Convergence Rates

Pierre Frankel, Guillaume Garrigos, Juan Peypouquet · Journal of Optimization Theory and Applications · 2014 · 183 citations · Full text

Numerical Analysis, Engineering, General Convergence Rates +5

Iterative Regularization via Dual Diagonal Descent

Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa · Journal of Mathematical Imaging and Vision · 2017 · 28 citations · Full text

Sparse Representation, Iterative Regularization, Inverse Problems +3

A dynamic gradient approach to Pareto optimization with nonsmooth convex objective functions

Hédy Attouch, Guillaume Garrigos, Xavier Goudou · Journal of Mathematical Analysis and Applications · 2014 · 23 citations · Full text

Mathematical Programming, Engineering, Continuous Optimization +9

Convergence of the forward-backward algorithm: beyond the worst-case with the help of geometry

Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa · Mathematical Programming · 2022 · 20 citations · Full text

Mathematical Programming, Numerical Analysis, Engineering +8

Handbook of Convergence Theorems for (Stochastic) Gradient Methods

Guillaume Garrigos, Robert M. Gower · arXiv (Cornell University) · 2023 · 18 citations · Full text

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