Guillaume Obozinski

发表

Convex Relaxation for Combinatorial Penalties pdf

Francis R. Bach, Guillaume Obozinski, G. Obozinski, 2012, ArXiv.

Group lasso with overlap and graph lasso

Jean-Philippe Vert, Guillaume Obozinski, Laurent Jacob, 2009, ICML '09.

Proximal Methods for Sparse Hierarchical Dictionary Learning

Julien Mairal, Francis R. Bach, Guillaume Obozinski, 2010, ICML.

Imaging Brain Activation Streams from Optical Flow Computation on 2-Riemannian Manifolds

Julien Lefèvre, Guillaume Obozinski, Sylvain Baillet, 2007, IPMI.

Learning the effect of latent variables in Gaussian Graphical models with unobserved variables pdf

Guillaume Obozinski, Marina Vinyes, G. Obozinski, 2018, ArXiv.

Multiscale Mining of fMRI Data with Hierarchical Structured Sparsity

Bertrand Thirion, Francis R. Bach, Guillaume Obozinski, 2012, SIAM J. Imaging Sci..

On the Equivalence between Herding and Conditional Gradient Algorithms pdf

Francis R. Bach, Guillaume Obozinski, Simon Lacoste-Julien, 2012, ICML.

Group Lasso with Overlaps: the Latent Group Lasso approach pdf

Jean-Philippe Vert, Guillaume Obozinski, Laurent Jacob, 2011, ArXiv.

High-dimensional support union recovery in multivariate regression

Martin J. Wainwright, Michael I. Jordan, Guillaume Obozinski, 2008, NIPS.

Network Flow Algorithms for Structured Sparsity

Julien Mairal, Francis R. Bach, Guillaume Obozinski, 2010, NIPS.

A MRF shape prior for facade parsing with occlusions

Renaud Marlet, Sergey Zagoruyko, Guillaume Obozinski, 2015, CVPR.

Integer Programming on the Junction Tree Polytope for Influence Diagrams

Guillaume Obozinski, Joseph Salmon, Axel Parmentier, 2019 .

A direct approach to detection and attribution of climate change.

Guillaume Obozinski, Nicolai Meinshausen, Reto Knutti, 2019 .

Empirical Bayes Transductive Meta-Learning with Synthetic Gradients pdf

Neil D. Lawrence, Xi Shen, Guillaume Obozinski, 2020, ICLR.

Tight convex relaxations for sparse matrix factorization

Jean-Philippe Vert, Guillaume Obozinski, Emile Richard, 2014, NIPS.

Fast Algorithms for Sparse Reduced-Rank Regression

Guillaume Obozinski, Benjamin Dubois, Jean-François Delmas, 2019, AISTATS.

Structured sparsity through convex optimization pdf

Julien Mairal, Francis R. Bach, Guillaume Obozinski, 2011, ArXiv.

SDCA-Powered Inexact Dual Augmented Lagrangian Method for Fast CRF Learning

Xu Hu, Guillaume Obozinski, 2018, AISTATS.

Multi-scale Mining of fMRI Data with Hierarchical Structured Sparsity

Bertrand Thirion, Francis R. Bach, Guillaume Obozinski, 2011, 2011 International Workshop on Pattern Recognition in NeuroImaging.

Convex and Network Flow Optimization for Structured Sparsity pdf

Julien Mairal, Francis R. Bach, Guillaume Obozinski, 2011, J. Mach. Learn. Res..

Software and Platforms - SPAMS (SPArse Modeling Software)

Guillaume Obozinski, Jean-Paul Chieze, 2013 .

Optimization with Sparsity-Inducing Penalties pdf

Julien Mairal, Francis R. Bach, Guillaume Obozinski, 2011, Found. Trends Mach. Learn..

Structured Sparse Principal Component Analysis

Francis R. Bach, Guillaume Obozinski, Rodolphe Jenatton, 2009, AISTATS.

A Markovian approach to distributional semantics with application to semantic compositionality

Francis R. Bach, Edouard Grave, Guillaume Obozinski, 2014, COLING.

A latent factor model for highly multi-relational data

Nicolas Le Roux, Antoine Bordes, Guillaume Obozinski, 2012, NIPS.

Beyond Procedural Facade Parsing: Bidirectional Alignment via Linear Programming

Renaud Marlet, Guillaume Obozinski, Mateusz Kozinski, 2014, ACCV.

Canonical Tensor Decomposition for Knowledge Base Completion

Nicolas Usunier, Guillaume Obozinski, Timothée Lacroix, 2018, ICML.

Domain adaptation for sequence labeling using hidden Markov models pdf

Francis R. Bach, Edouard Grave, Guillaume Obozinski, 2013, NIPS 2013.

Learning and Calibrating Per-Location Classifiers for Visual Place Recognition

Tomás Pajdla, Josef Sivic, Guillaume Obozinski, 2013, International Journal of Computer Vision.

Fast column generation for atomic norm regularization

Guillaume Obozinski, Marina Vinyes, 2017, AISTATS 2017.

Joint covariate selection and joint subspace selection for multiple classification problems

Ben Taskar, Michael I. Jordan, Guillaume Obozinski, 2010, Stat. Comput..

Tensor Decompositions for temporal knowledge base completion pdf

Nicolas Usunier, Guillaume Obozinski, Timothée Lacroix, 2020, ICLR.

Hidden Markov tree models for semantic class induction

Francis R. Bach, Edouard Grave, Guillaume Obozinski, 2013, CoNLL.

Cut Pursuit: Fast Algorithms to Learn Piecewise Constant Functions

Guillaume Obozinski, Loïc Landrieu, G. Obozinski, 2016, AISTATS.

Learning and Calibrating Per-Location Classifiers for Visual Place Recognition

Tomás Pajdla, Josef Sivic, Guillaume Obozinski, 2013, CVPR.

Proximal Methods for Hierarchical Sparse Coding

Julien Mairal, Francis R. Bach, Guillaume Obozinski, 2010, J. Mach. Learn. Res..

Sparse methods for machine learning Theory and algorithms

Guillaume Obozinski, Francis Bach, G. Obozinski, 2012 .

Learning hierarchical and topographic dictionaries with structured sparsity

Julien Mairal, Francis R. Bach, Guillaume Obozinski, 2011, Optical Engineering + Applications.

New Results - Image restoration, manipulation and enhancement

Jean Ponce, Andrew Zisserman, Julien Mairal, 2011 .

Trace Lasso: a trace norm regularization for correlated designs

Francis R. Bach, Edouard Grave, Guillaume Obozinski, 2011, NIPS.

Convex optimization with sparsity-inducing norms

Julien Mairal, Guillaume Obozinski, Francis Bach, 2011 .

Trend estimation and short-term forecasting of COVID-19 cases and deaths worldwide

Dorina Thanou, Guillaume Obozinski, Antoine Flahault, 2021 .

Data-driven automatic predictions of avalanche danger in Switzerland

Fernando Pérez-Cruz, Michele Volpi, Guillaume Obozinski, 2021 .

Continuously indexed Potts models on unoriented graphs

Guillaume Obozinski, Loïc Landrieu, 2014, UAI.