Guillaume Obozinski

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Publications

Citations

5.3K

H-Index

Active since

2007

Affiliations

Institut national de recherche en sciences et technologies du numérique(Current)

École Normale Supérieure

University of California, Berkeley

Laboratoire d'Informatique Gaspard-Monge

École Polytechnique Fédérale de Lausanne

Guillaume Obozinski is an author at Institut national de recherche en sciences et technologies du numérique specializing in computing, machine learning, and computer science.

ORCID

Publications per year

2007–2024

Publications

Group lasso with overlap and graph lasso

Laurent Jacob, Guillaume Obozinski, Jean‐Philippe Vert · 2009 · 868 citations

Life Sciences, Bioinformatics, Biostatistics +13

Joint covariate selection and joint subspace selection for multiple classification problems

Guillaume Obozinski, Ben Taskar, Michael I. Jordan · Statistics and Computing · 2009 · 446 citations · Full text

Computing, Computer Science, Data Science +15

Support union recovery in high-dimensional multivariate regression

Guillaume Obozinski, Martin J. Wainwright, Michael I. Jordan · The Annals of Statistics · 2010 · 367 citations · Full text

Computing, Biostatistics, Computer Science +13

Proximal Methods for Sparse Hierarchical Dictionary Learning

Rodolphe Jenatton, Julien Mairal, Francis R. Bach et al. · Food Chemistry · 2010 · 331 citations

Computing, Computer Science, Computer Vision +14

Structured Sparsity through Convex Optimization

Francis Bach, Rodolphe Jenatton, Julien Mairal et al. · Statistical Science · 2012 · 319 citations · Full text

Computing, Computer Science, Data Mining +16

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