Sparse Optimization

Experimental Design on a Budget for Sparse Linear Models and Applications ICML 2016 Exploiting Spectral-Spatial Correlation for Coded Hyperspectral Image Restoration CVPR 2016 Feature-distributed sparse regression: a screen-and-clean approach NeurIPS 2016 From Keyframes to Key Objects: Video Summarization by Representative Object Proposal Selection CVPR 2016 Maximal Sparsity with Deep Networks? NeurIPS 2016 Multispectral Images Denoising by Intrinsic Tensor Sparsity Regularization CVPR 2016 Optimal Sparse Linear Encoders and Sparse PCA NeurIPS 2016 Recycling Randomness with Structure for Sublinear time Kernel Expansions ICML 2016 Simultaneous Safe Screening of Features and Samples in Doubly Sparse Modeling ICML 2016 Sparse Coding for Third-Order Super-Symmetric Tensor Descriptors With Application to Texture Recognition CVPR 2016 Split LBI: An Iterative Regularization Path with Structural Sparsity NeurIPS 2016 Structured Matrix Recovery via the Generalized Dantzig Selector NeurIPS 2016 Subspace Clustering With Priors via Sparse Quadratically Constrained Quadratic Programming CVPR 2016 Ambient Occlusion via Compressive Visibility Estimation CVPR 2015 A Modified Orthant-Wise Limited Memory Quasi-Newton Method with Convergence Analysis ICML 2015 Analysis of Robust PCA via Local Incoherence NeurIPS 2015 A Nearly-Linear Time Framework for Graph-Structured Sparsity ICML 2015 Approximating Sparse PCA from Incomplete Data NeurIPS 2015 Blitz: A Principled Meta-Algorithm for Scaling Sparse Optimization ICML 2015 Classification with Low Rank and Missing Data ICML 2015 Fast Orthogonal Projection Based on Kronecker Product ICCV 2015 Fast Randomized Singular Value Thresholding for Nuclear Norm Minimization CVPR 2015 Fine-Grained Change Detection of Misaligned Scenes With Varied Illuminations ICCV 2015 Frequency-Based Environment Matting by Compressive Sensing ICCV 2015 GAP Safe screening rules for sparse multi-task and multi-class models NeurIPS 2015