Sparse Optimization

A Non-Local Low-Rank Framework for Ultrasound Speckle Reduction CVPR 2017 Approximation Algorithms for ℓ_0-Low Rank Approximation NeurIPS 2017 A Universal Analysis of Large-Scale Regularized Least Squares Solutions NeurIPS 2017 Convex Phase Retrieval without Lifting via PhaseMax ICML 2017 Doubly Greedy Primal-Dual Coordinate Descent for Sparse Empirical Risk Minimization ICML 2017 Elastic Shape-From-Template With Spatially Sparse Deforming Forces CVPR 2017 Hyperplane Clustering via Dual Principal Component Pursuit ICML 2017 Inverse Covariance Estimation with Structured Groups IJCAI 2017 Low-Rank-Sparse Subspace Representation for Robust Regression CVPR 2017 On Tensor Train Rank Minimization : Statistical Efficiency and Scalable Algorithm NeurIPS 2017 Optimal Shrinkage of Singular Values Under Random Data Contamination NeurIPS 2017 Partial Hard Thresholding: Towards A Principled Analysis of Support Recovery NeurIPS 2017 Predicting Alzheimer's Disease Cognitive Assessment via Robust Low-Rank Structured Sparse Model IJCAI 2017 Radiometric Calibration for Internet Photo Collections CVPR 2017 Recovering PCA and Sparse PCA via Hybrid-(l1,l2) Sparse Sampling of Data Elements JMLR 2017 Simultaneous Visual Data Completion and Denoising Based on Tensor Rank and Total Variation Minimization and Its Primal-Dual Splitting Algorithm CVPR 2017 Subspace Clustering via Variance Regularized Ridge Regression CVPR 2017 SVD-Based Screening for the Graphical Lasso IJCAI 2017 Unified representation of tractography and diffusion-weighted MRI data using sparse multidimensional arrays NeurIPS 2017 A Practical Scheme and Fast Algorithm to Tune the Lasso With Optimality Guarantees JMLR 2016 A Sparse Interactive Model for Matrix Completion with Side Information NeurIPS 2016 A Subspace Learning Approach for High Dimensional Matrix Decomposition with Efficient Column/Row Sampling ICML 2016 Consensus of Non-Rigid Reconstructions CVPR 2016 Differentially Private Data Releasing for Smooth Queries JMLR 2016 Equivalence of Graphical Lasso and Thresholding for Sparse Graphs JMLR 2016