Enhancing Sparsity by Reweighted L1 Minimization

10 November 2007

Emmanuel J. Candes

Papers citing "Enhancing Sparsity by Reweighted L1 Minimization"

46 / 146 papers shown

Title
Kernel Spectral Clustering and applications R. Langone Raghvendra Mall C. Alzate Johan A. K. Suykens 21 30 0 03 May 2015
Efficient Sequential Monte-Carlo Samplers for Bayesian Inference T. Nguyen F. Septier G. Peters Y. Delignon 35 38 0 22 Apr 2015
Simultaneously sparse and low-rank abundance matrix estimation for hyperspectral image unmixing Paris V. Giampouras K. Themelis A. Rontogiannis K. Koutroumbas 96 119 0 07 Apr 2015
Graph Connectivity in Noisy Sparse Subspace Clustering Yining Wang Yu-Xiang Wang Aarti Singh 35 9 0 04 Apr 2015
Convex Denoising using Non-Convex Tight Frame Regularization Ankit Parekh I. Selesnick 13 57 0 04 Apr 2015
Cramer-Rao Bound for Sparse Signals Fitting the Low-Rank Model with Small Number of Parameters M. Shaghaghi S. Vorobyov 21 16 0 26 Feb 2015
Using the LASSO's Dual for Regularization in Sparse Signal Reconstruction from Array Data Christoph F. Mecklenbräuker Peter Gerstoft E. Zöchmann 27 2 0 16 Feb 2015
Strong NP-Hardness for Sparse Optimization with Concave Penalty Functions Yichen Chen Dongdong Ge Mengdi Wang Zizhuo Wang Yinyu Ye Hao Yin 39 10 0 04 Jan 2015
Support recovery without incoherence: A case for nonconvex regularization Po-Ling Loh Martin J. Wainwright 39 166 0 17 Dec 2014
Exact penalty decomposition method for zero-norm minimization based on MPEC formulation Shujun Bi Xiaolan Liu S. Pan 21 38 0 15 Dec 2014
Sparse Modeling for Image and Vision Processing Julien Mairal Francis R. Bach Jean Ponce VLM 37 488 0 12 Nov 2014
Super-resolution method using sparse regularization for point-spread function recovery Fred-Maurice Ngole-Mboula Jean-Luc Starck S. Ronayette K. Okumura J. Amiaux 16 27 0 16 Oct 2014
Compressed sensing for longitudinal MRI: An adaptive-weighted approach L. Weizman Yonina C. Eldar D. Ben Bashat 29 95 0 10 Jul 2014
A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation Aaron Defazio T. Caetano 39 40 0 10 Jul 2014
DC approximation approaches for sparse optimization Hoai An Le Thi T. P. Dinh L. Minh X. T. Vo 40 197 0 01 Jul 2014
A Bimodal Co-Sparse Analysis Model for Image Processing Martin Kiechle Tim Habigt S. Hawe M. Kleinsteuber 42 20 0 25 Jun 2014
Incremental Majorization-Minimization Optimization with Application to Large-Scale Machine Learning Julien Mairal 79 317 0 18 Feb 2014
$Homotopy based algorithms for $\ell_0$-regularized least-squares$ Homotopy based algorithms for $\ell_0$ -regularized least-squares C. Soussen Jérôme Idier Junbo Duan D. Brie 28 26 0 31 Jan 2014
Dictionary-Learning-Based Reconstruction Method for Electron Tomography Baodong Liu Hengyong Yu S. Verbridge Lizhi Sun Ge Wang 41 14 0 22 Nov 2013
Challenges of Big Data Analysis Jianqing Fan Fang Han Han Liu 74 1,278 0 07 Aug 2013
Online dictionary learning for kernel LMS. Analysis and forward-backward splitting algorithm Wei Gao Jie Chen C. Richard Jianguo Huang 23 3 0 22 Jun 2013
Sparse Recovery of Streaming Signals Using L1-Homotopy M. Salman Asif J. Romberg 45 155 0 14 Jun 2013
A framework to characterize performance of LASSO algorithms M. Stojnic 50 128 0 29 Mar 2013
Strong oracle optimality of folded concave penalized estimation Jianqing Fan Lingzhou Xue H. Zou 48 302 0 22 Oct 2012
Nonconcave penalized composite conditional likelihood estimation of sparse Ising models Lingzhou Xue H. Zou Tianxi Cai 63 87 0 17 Aug 2012
Group Iterative Spectrum Thresholding for Super-Resolution Sparse Spectral Selection Yiyuan She Huanghuang Li Jiangping Wang Dapeng Oliver Wu 43 20 0 28 Jul 2012
Dual-Space Analysis of the Sparse Linear Model David Wipf Yi Wu 31 16 0 10 Jul 2012
Sparse Distributed Learning Based on Diffusion Adaptation P. Lorenzo Ali H. Sayed 43 219 0 14 Jun 2012
$Beyond $\ell_1$-norm minimization for sparse signal recovery$ Beyond $\ell_1$ -norm minimization for sparse signal recovery Hassan Mansour 40 9 0 30 May 2012
EP-GIG Priors and Applications in Bayesian Sparse Learning Zhihua Zhang Shusen Wang Dehua Liu Michael I. Jordan 33 56 0 19 Apr 2012
Regularized Robust Coding for Face Recognition Meng Yang Lei Zhang Jian Yang David C. Zhang CVBM 30 275 0 20 Feb 2012
Extension of SBL Algorithms for the Recovery of Block Sparse Signals with Intra-Block Correlation Zhilin Zhang Bhaskar D. Rao 28 497 0 04 Jan 2012
Analog Sparse Approximation with Applications to Compressed Sensing Adam S. Charles Pierre Garrigues Christopher Rozell 47 8 0 17 Nov 2011
Efficient algorithm to select tuning parameters in sparse regression modeling with regularization K. Hirose Shohei Tateishi S. Konishi 45 11 0 12 Sep 2011
Moving Object Detection by Detecting Contiguous Outliers in the Low-Rank Representation Xiaowei Zhou Can Yang Weichuan Yu 65 637 0 05 Sep 2011
Multi-stage Convex Relaxation for Feature Selection Tong Zhang 51 112 0 03 Jun 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 59 127 0 02 May 2011
Iterative Reweighted Algorithms for Sparse Signal Recovery with Temporally Correlated Source Vectors Zhilin Zhang Bhaskar D. Rao 50 38 0 28 Apr 2011
Robust Nonparametric Regression via Sparsity Control with Application to Load Curve Data Cleansing Gonzalo Mateos G. Giannakis 52 45 0 04 Apr 2011
Peak Reduction and Clipping Mitigation by Compressive Sensing Ebrahim B. Al-Safadi Tareq Y. Al-Naffouri 77 56 0 22 Jan 2011
A Hierarchical Bayesian Framework for Constructing Sparsity-inducing Priors Anthony Lee François Caron Arnaud Doucet Chris Holmes 70 46 0 09 Sep 2010
Manifold Elastic Net: A Unified Framework for Sparse Dimension Reduction Dinesh Manocha Dacheng Tao Xindong Wu 47 204 0 21 Jul 2010
A majorization-minimization approach to variable selection using spike and slab priors Tso-Jung Yen 89 53 0 06 May 2010
A Selective Overview of Variable Selection in High Dimensional Feature Space (Invited Review Article) Jianqing Fan Jinchi Lv 104 905 0 06 Oct 2009
A unified approach to model selection and sparse recovery using regularized least squares Jinchi Lv Yingying Fan 65 357 0 21 May 2009
A D.C. Programming Approach to the Sparse Generalized Eigenvalue Problem Bharath K. Sriperumbudur David A. Torres Gert R. G. Lanckriet 65 14 0 12 Jan 2009