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Sparse Optimization

347 directly classified papers

Papers per year

Papers

Subspace Clustering With Priors via Sparse Quadratically Constrained Quadratic Programming CVPR 2016
Differentially Private Data Releasing for Smooth Queries JMLR 2016
Exploiting Spectral-Spatial Correlation for Coded Hyperspectral Image Restoration CVPR 2016
Multispectral Images Denoising by Intrinsic Tensor Sparsity Regularization CVPR 2016
Hyperspectral Compressive Sensing Using Manifold-Structured Sparsity Prior ICCV 2015
Self Scaled Regularized Robust Regression CVPR 2015
Ambient Occlusion via Compressive Visibility Estimation CVPR 2015
Fast Randomized Singular Value Thresholding for Nuclear Norm Minimization CVPR 2015
Sparse Submodular Probabilistic PCA AISTATS 2015
Fine-Grained Change Detection of Misaligned Scenes With Varied Illuminations ICCV 2015
Membership Representation for Detecting Block-Diagonal Structure in Low-Rank or Sparse Subspace Clustering CVPR 2015
Reweighted Laplace Prior Based Hyperspectral Compressive Sensing for Unknown Sparsity CVPR 2015
Structured Sparse Subspace Clustering: A Unified Optimization Framework CVPR 2015
Frequency-Based Environment Matting by Compressive Sensing ICCV 2015
Fast Orthogonal Projection Based on Kronecker Product ICCV 2015
Piecewise Flat Embedding for Image Segmentation ICCV 2015
Classification with Low Rank and Missing Data ICML 2015
A Modified Orthant-Wise Limited Memory Quasi-Newton Method with Convergence Analysis ICML 2015
Theory of Dual-sparse Regularized Randomized Reduction ICML 2015
A Nearly-Linear Time Framework for Graph-Structured Sparsity ICML 2015
Swept Approximate Message Passing for Sparse Estimation ICML 2015
Blitz: A Principled Meta-Algorithm for Scaling Sparse Optimization ICML 2015
Geometric Conditions for Subspace-Sparse Recovery ICML 2015
Sparse and Low-Rank Tensor Decomposition NIPS 2015
Structured Estimation with Atomic Norms: General Bounds and Applications NIPS 2015