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Sparse Optimization

347 directly classified papers

Papers per year

Papers

Sparse Linear Programming via Primal and Dual Augmented Coordinate Descent NIPS 2015
Local Identification of Overcomplete Dictionaries JMLR 2015
Network Granger Causality with Inherent Grouping Structure JMLR 2015
Simultaneous Pursuit of Sparseness and Rank Structures for Matrix Decomposition JMLR 2015
On Iterative Hard Thresholding Methods for High-dimensional M-Estimation NIPS 2014
Generalized Dantzig Selector: Application to the k-support norm NIPS 2014
Sparsity and the Truncated $l^2$-norm AISTATS 2014
Finding a sparse vector in a subspace: Linear sparsity using alternating directions NIPS 2014
Exclusive Feature Learning on Arbitrary Structures via $\ell_{1,2}$-norm NIPS 2014
A Safe Screening Rule for Sparse Logistic Regression NIPS 2014
Efficient Sampling for Learning Sparse Additive Models in High Dimensions NIPS 2014
SCAMS: Simultaneous Clustering and Model Selection CVPR 2014
Average Case Analysis of High-Dimensional Block-Sparse Recovery and Regression for Arbitrary Designs AISTATS 2014
Compressive Sensing of Signals from a GMM with Sparse Precision Matrices NIPS 2014
Lower Bounds on the Performance of Polynomial-time Algorithms for Sparse Linear Regression COLT 2014
Deblurring Text Images via L0-Regularized Intensity and Gradient Prior CVPR 2014
Total Variation Blind Deconvolution: The Devil is in the Details CVPR 2014
Inferring sparse representations of continuous signals with continuous orthogonal matching pursuit NIPS 2014
Novel Methods for Multilinear Data Completion and De-noising Based on Tensor-SVD CVPR 2014
Robust Orthonormal Subspace Learning: Efficient Recovery of Corrupted Low-rank Matrices CVPR 2014
New Algorithms for Learning Incoherent and Overcomplete Dictionaries COLT 2014
Tighten after Relax: Minimax-Optimal Sparse PCA in Polynomial Time NIPS 2014
Robust Surface Reconstruction via Triple Sparsity CVPR 2014
Fast Multivariate Spatio-temporal Analysis via Low Rank Tensor Learning NIPS 2014
Zeta Hull Pursuits: Learning Nonconvex Data Hulls NIPS 2014