Guillaume Obozinski

Most-cited papers

Optimization with Sparsity-Inducing Penalties
F. Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski
2011Found. Trends Mach. Learn.1,100 citations Open access
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Group lasso with overlap and graph lasso
L. Jacob, Guillaume Obozinski, Jean-Philippe Vert
2009International Conference on Machine Learning1,015 citations
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Joint covariate selection and joint subspace selection for multiple classification problems
Guillaume Obozinski, B. Taskar, Michael I. Jordan
2010Statistics and computing544 citations Open access
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Canonical Tensor Decomposition for Knowledge Base Completion
Timothée Lacroix, Nicolas Usunier, Guillaume Obozinski
2018International Conference on Machine Learning460 citations
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A latent factor model for highly multi-relational data
Rodolphe Jenatton, Nicolas Le Roux, Antoine Bordes, Guillaume Obozinski
2012Neural Information Processing Systems435 citations
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Proximal Methods for Sparse Hierarchical Dictionary Learning
Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski, F. Bach
2010International Conference on Machine Learning399 citations
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Tensor Decompositions for temporal knowledge base completion
Timothée Lacroix, Guillaume Obozinski, Nicolas Usunier
2020International Conference on Learning Representations390 citations
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Proximal Methods for Hierarchical Sparse Coding
Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski, F. Bach
2010Journal of machine learning research366 citations
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Structured Sparse Principal Component Analysis
Rodolphe Jenatton, Guillaume Obozinski, F. Bach
2009International Conference on Artificial Intelligence and Statistics365 citations
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Structured sparsity through convex optimization
F. Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski
2011arXiv.org348 citations Open access
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Convex optimization with sparsity-inducing norms
F. Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski
2011348 citations
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Multi-task feature selection
Guillaume Obozinski, B. Taskar, Michael I. Jordan
2006338 citations
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Union support recovery in high-dimensional multivariate regression
Guillaume Obozinski, M. Wainwright, Michael I. Jordan
20082008 46th Annual Allerton Conference on Communication, Control, and Computing318 citations Open access
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A critical assessment of Mus musculus gene function prediction using integrated genomic evidence
L. Peña-Castillo, M. Taşan, Chad L. Myers, Hyunju Lee +36 more
2008Genome Biology254 citations Open access
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Group Lasso with Overlaps: the Latent Group Lasso approach
Guillaume Obozinski, L. Jacob, Jean-Philippe Vert
2011arXiv.org193 citations
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On the Equivalence between Herding and Conditional Gradient Algorithms
F. Bach, Simon Lacoste-Julien, Guillaume Obozinski
2012International Conference on Machine Learning186 citations
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Vision, Perception and Multimedia Understanding Network Flow Algorithms for Structured Sparsity Network Flow Algorithms for Structured Sparsity Algorithmes De Flots Pour Parcimonie Structurée
Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, F. Bach
2010175 citations
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Empirical Bayes Transductive Meta-Learning with Synthetic Gradients
S. Hu, P. G. Moreno, Yanghua Xiao, Xi Shen +3 more
2020International Conference on Learning Representations141 citations
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Multi-scale Mining of fMRI Data with Hierarchical Structured Sparsity
Rodolphe Jenatton, Alexandre Gramfort, V. Michel, Guillaume Obozinski +3 more
2011International Workshop on Pattern Recognition in NeuroImaging128 citations Open access
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Cut Pursuit: Fast Algorithms to Learn Piecewise Constant Functions
Loic Landrieu, Guillaume Obozinski
2016International Conference on Artificial Intelligence and Statistics117 citations Open access
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Learning and Calibrating Per-Location Classifiers for Visual Place Recognition
Petr Gronát, Josef Sivic, Guillaume Obozinski, T. Pajdla
2013International Journal of Computer Vision114 citations Open access
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Convex and Network Flow Optimization for Structured Sparsity
Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, F. Bach
2011Journal of machine learning research113 citations
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Predictive performance of multi-model ensemble forecasts of COVID-19 across European nations
Katharine Sherratt, Hugo Gruson, Rok Grah, Helen Johnson +125 more
2023eLife102 citations Open access
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A pre-registered short-term forecasting study of COVID-19 in Germany and Poland during the second wave
J. Bracher, Daniel Wolffram, J. Deuschel, K. Görgen +111 more
2021Nature Communications77 citations Open access
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Technical supplement to \Consistent probabilistic outputs for protein function prediction"
Guillaume Obozinski, Gert R. G. Lanckriet, Charles E. Grant, Michael I. Jordan +1 more
200867 citations
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Convex Relaxation for Combinatorial Penalties
Guillaume Obozinski, F. Bach
2012arXiv.org62 citations
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Data-driven automated predictions of the avalanche danger level for dry-snow conditions in Switzerland
C. Pérez-Guillén, F. Techel, M. Hendrick, M. Volpi +5 more
2021Natural Hazards and Earth System Sciences59 citations Open access
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A MRF shape prior for facade parsing with occlusions
M. Koziński, Raghudeep Gadde, S. Zagoruyko, Guillaume Obozinski +1 more
2015Computer Vision and Pattern Recognition54 citations Open access
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Joint covariate selection for grouped classification
Guillaume Obozinski
200746 citations
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Tight convex relaxations for sparse matrix factorization
E. Richard, Guillaume Obozinski, Jean-Philippe Vert
2014Neural Information Processing Systems43 citations
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High-dimensional support union recovery in multivariate regression
Guillaume Obozinski, M. Wainwright, Michael I. Jordan
2008Neural Information Processing Systems41 citations
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Flood Uncertainty Estimation Using Deep Ensembles
P. Chaudhary, J. Leitão, Tabea Donauer, S. D'Aronco +6 more
2022Water35 citations Open access
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High-dimensional union support recovery in multivariate regression
Guillaume Obozinski, M. Wainwright
200834 citations
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A unified perspective on convex structured sparsity: Hierarchical, symmetric, submodular norms and beyond
Guillaume Obozinski, F. Bach
201625 citations
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Consistent probabilistic outputs for protein function prediction
Guillaume Obozinski, Gert R. G. Lanckriet, Charles E. Grant, Michael I. Jordan +1 more
2008Genome Biology25 citations Open access
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Trend estimation and short-term forecasting of COVID-19 cases and deaths worldwide
E. Krymova, Benjamín Béjar, D. Thanou, Tao Sun +6 more
2021Proceedings of the National Academy of Sciences of the United States of America21 citations Open access
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Hidden Markov tree models for semantic class induction
E. Grave, Guillaume Obozinski, F. Bach
2013Conference on Computational Natural Language Learning18 citations
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Learning hierarchical and topographic dictionaries with structured sparsity
Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, F. Bach
2011Optical Engineering + Applications18 citations Open access
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Beyond Procedural Facade Parsing: Bidirectional Alignment via Linear Programming
M. Koziński, Guillaume Obozinski, R. Marlet
2014Asian Conference on Computer Vision17 citations Open access
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Fast column generation for atomic norm regularization
Marina Vinyes, Guillaume Obozinski
2017International Conference on Artificial Intelligence and Statistics14 citations
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Imaging Brain Activation Streams from Optical Flow Computation on 2-Riemannian Manifolds
J. Lefévre, Guillaume Obozinski, Sylvain Baillet
2007Information Processing in Medical Imaging12 citations
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espm: A Python library for the simulation of STEM-EDXS datasets.
Adrien Teurtrie, Nathanael Perraudin, Thomas Holvoet, Hui Chen +3 more
2023Ultramicroscopy11 citations Open access
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A Markovian approach to distributional semantics with application to semantic compositionality
E. Grave, Guillaume Obozinski, F. Bach
2014International Conference on Computational Linguistics11 citations
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Sparse methods for machine learning Theory and algorithms
F. Bach, Guillaume Obozinski
20129 citations
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Identification of polypharmacy patterns in new‐users of metformin using the Apriori algorithm: A novel framework for investigating concomitant drug utilization through association rule mining
M. L. Faquetti, A. M. la Torre, T. Burkard, Guillaume Obozinski +1 more
2022Pharmacoepidemiology and Drug Safety8 citations Open access
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Fast Algorithms for Sparse Reduced-Rank Regression
Benjamin B Dubois, Jean-François Delmas, Guillaume Obozinski
2019International Conference on Artificial Intelligence and Statistics8 citations
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Integer Programming on the Junction Tree Polytope for Influence Diagrams
Axel Parmentier, Victor Cohen, V. Leclère, Guillaume Obozinski +1 more
2019INFORMS Journal on Optimization7 citations Open access
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Improved extended-range prediction of persistent stratospheric perturbations using machine learning
R. de Fondeville, Zheng Wu, E. Székely, Guillaume Obozinski +1 more
2023Weather and Climate Dynamics6 citations Open access
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Modeling Particle Stability Plots for Accelerator Optimization Using Adaptive Sampling
M. Schenk, L. Coyle, M. Giovannozzi, E. Krymova +3 more
20215 citations
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From STEM-EDXS data to phase separation and quantification using physics-guided NMF
Adrien Teurtrie, Nathanael Perraudin, Thomas Holvoet, Hui Chen +3 more
2024Machine Learning: Science and Technology3 citations Open access
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