Structured Variable Selection with Sparsity-Inducing Norms

22 April 2009

Papers citing "Structured Variable Selection with Sparsity-Inducing Norms"

45 / 145 papers shown

Title
Convex Relaxation for Combinatorial Penalties G. Obozinski Francis R. Bach 59 62 0 06 May 2012
Weakly decomposable regularization penalties and structured sparsity Sara van de Geer 80 63 0 21 Apr 2012
Supervised Feature Selection in Graphs with Path Coding Penalties and Network Flows Julien Mairal Bin Yu 53 44 0 20 Apr 2012
Sparse Subspace Clustering: Algorithm, Theory, and Applications Ehsan Elhamifar René Vidal 34 2,324 0 05 Mar 2012
Smoothing Proximal Gradient Method for General Structured Sparse Learning Xinyu Chen Qihang Lin Seyoung Kim J. Carbonell Eric P. Xing 49 95 0 14 Feb 2012
Learning with Submodular Functions: A Convex Optimization Perspective Francis R. Bach 50 476 0 28 Nov 2011
Learning Hierarchical and Topographic Dictionaries with Structured Sparsity Julien Mairal Rodolphe Jenatton G. Obozinski Francis R. Bach 36 18 0 20 Oct 2011
Group Lasso with Overlaps: the Latent Group Lasso approach G. Obozinski Laurent Jacob Jean-Philippe Vert 85 181 0 03 Oct 2011
Structured sparsity through convex optimization Francis R. Bach Rodolphe Jenatton Julien Mairal G. Obozinski 74 323 0 12 Sep 2011
Learning Nonlinear Functions Using Regularized Greedy Forest Rie Johnson Tong Zhang 58 157 0 05 Sep 2011
Structured Sparsity and Generalization Andreas Maurer Massimiliano Pontil 75 63 0 17 Aug 2011
Optimization with Sparsity-Inducing Penalties Francis R. Bach Rodolphe Jenatton Julien Mairal G. Obozinski 87 1,057 0 03 Aug 2011
A General Framework for Structured Sparsity via Proximal Optimization Andreas Argyriou Luca Baldassarre Jean Morales Massimiliano Pontil 41 21 0 26 Jun 2011
Tight Measurement Bounds for Exact Recovery of Structured Sparse Signals Nikhil S. Rao Benjamin Recht Robert D. Nowak 50 23 0 22 Jun 2011
Tight conditions for consistency of variable selection in the context of high dimensionality L. Comminges A. Dalalyan 53 66 0 21 Jun 2011
Structured Sparsity via Alternating Direction Methods Zhiwei Qin D. Goldfarb 46 77 0 04 May 2011
Multi-scale Mining of fMRI data with Hierarchical Structured Sparsity Rodolphe Jenatton Alexandre Gramfort V. Michel G. Obozinski Evelyn Eger Francis R. Bach B. Thirion 64 127 0 02 May 2011
Learning Undirected Graphical Models with Structure Penalty Shilin Ding CML 44 1 0 27 Apr 2011
Convex Approaches to Model Wavelet Sparsity Patterns Nikhil S. Rao Robert D. Nowak Stephen J. Wright N. Kingsbury 26 69 0 22 Apr 2011
Convex and Network Flow Optimization for Structured Sparsity Julien Mairal Rodolphe Jenatton G. Obozinski Francis R. Bach 57 108 0 11 Apr 2011
Efficient First Order Methods for Linear Composite Regularizers Andreas Argyriou C. Micchelli Massimiliano Pontil Lixin Shen Yuesheng Xu 38 48 0 07 Apr 2011
OMP-type Algorithm with Structured Sparsity Patterns for Multipath Radar Signals Tabea Rebafka Céline Lévy-Leduc M. Charbit 49 2 0 26 Mar 2011
Theoretical Properties of the Overlapping Groups Lasso Daniel Percival 63 39 0 23 Mar 2011
Tight conditions for consistent variable selection in high dimensional nonparametric regression L. Comminges A. Dalalyan 70 15 0 17 Feb 2011
A convex model for non-negative matrix factorization and dimensionality reduction on physical space E. Esser Michael Möller Stanley Osher Guillermo Sapiro Jack Xin 48 168 0 04 Feb 2011
$Recursive $\ell_{1,\infty}$ Group lasso$ Recursive $\ell_{1,\infty}$ Group lasso Yilun Chen Alfred Hero 49 21 0 29 Jan 2011
Shaping Level Sets with Submodular Functions Francis R. Bach 72 25 0 07 Dec 2010
PAC-Bayesian aggregation and multi-armed bandits Jean-Yves Audibert 104 21 0 15 Nov 2010
Regularization Strategies and Empirical Bayesian Learning for MKL Ryota Tomioka Taiji Suzuki 51 15 0 13 Nov 2010
Collaborative Sources Identification in Mixed Signals via Hierarchical Sparse Modeling Pablo Sprechmann Ignacio Francisco Ramírez Paulino Pablo Cancela Guillermo Sapiro 43 10 0 23 Oct 2010
Online Multiple Kernel Learning for Structured Prediction Andre F. T. Martins Mário A. T. Figueiredo P. Aguiar Noah A. Smith Eric P. Xing 49 18 0 13 Oct 2010
Regularizers for Structured Sparsity C. Micchelli Jean Morales Massimiliano Pontil 76 80 0 04 Oct 2010
Proximal Methods for Hierarchical Sparse Coding Rodolphe Jenatton Julien Mairal G. Obozinski Francis R. Bach 57 344 0 11 Sep 2010
Fast Overlapping Group Lasso Jun Liu Jieping Ye 69 40 0 02 Sep 2010
Network Flow Algorithms for Structured Sparsity Julien Mairal Rodolphe Jenatton G. Obozinski Francis R. Bach 42 172 0 31 Aug 2010
A Smoothing Stochastic Gradient Method for Composite Optimization Qihang Lin Xi Chen Javier F. Pena 39 16 0 31 Aug 2010
Structured sparsity-inducing norms through submodular functions Francis R. Bach 61 194 0 25 Aug 2010
Solving Inverse Problems with Piecewise Linear Estimators: From Gaussian Mixture Models to Structured Sparsity Guoshen Yu Guillermo Sapiro S. Mallat 64 607 0 15 Jun 2010
C-HiLasso: A Collaborative Hierarchical Sparse Modeling Framework Pablo Sprechmann Ignacio Francisco Ramírez Paulino Guillermo Sapiro Yonina C. Eldar 74 187 0 07 Jun 2010
Smoothing proximal gradient method for general structured sparse regression Xinyu Chen Qihang Lin Seyoung Kim J. Carbonell Eric P. Xing 45 231 0 26 May 2010
Structured Sparse Principal Component Analysis Rodolphe Jenatton G. Obozinski Francis R. Bach 102 352 0 08 Sep 2009
Tree-guided group lasso for multi-response regression with structured sparsity, with an application to eQTL mapping Seyoung Kim Eric P. Xing 66 475 0 08 Sep 2009
High-Dimensional Non-Linear Variable Selection through Hierarchical Kernel Learning Francis R. Bach BDL 126 74 0 04 Sep 2009
Online Learning for Matrix Factorization and Sparse Coding Julien Mairal Francis R. Bach Jean Ponce Guillermo Sapiro 101 2,612 0 01 Aug 2009
Learning with Structured Sparsity Junzhou Huang Tong Zhang Dimitris N. Metaxas 97 565 0 17 Mar 2009