conftrace_
← Optimization & Theory
Machine Learning › Optimization & Theory ›

Sparse Optimization

158 papers

Papers per year

12
17
6
'10
'15
'20

Papers

Nonnegative Matrix Underapproximation for Robust Multiple Model Fitting CVPR 2017
A Novel Tensor-Based Video Rain Streaks Removal Approach via Utilizing Discriminatively Intrinsic Priors CVPR 2017
Hyper-Laplacian Regularized Unidirectional Low-Rank Tensor Recovery for Multispectral Image Denoising CVPR 2017
On the Iteration Complexity of Support Recovery via Hard Thresholding Pursuit ICML 2017
Gradient Boosted Decision Trees for High Dimensional Sparse Output ICML 2017
A Sparse Interactive Model for Matrix Completion with Side Information NIPS 2016
Split LBI: An Iterative Regularization Path with Structural Sparsity NIPS 2016
Feature-distributed sparse regression: a screen-and-clean approach NIPS 2016
Sparse Support Recovery with Non-smooth Loss Functions NIPS 2016
Fast recovery from a union of subspaces NIPS 2016
Multispectral Images Denoising by Intrinsic Tensor Sparsity Regularization CVPR 2016
Scene Labeling Using Sparse Precision Matrix CVPR 2016
In Defense of Sparse Tracking: Circulant Sparse Tracker CVPR 2016
Consensus of Non-Rigid Reconstructions CVPR 2016
Associative Memory via a Sparse Recovery Model NIPS 2015
Less is More: Nyström Computational Regularization NIPS 2015
Analysis of Robust PCA via Local Incoherence NIPS 2015
GAP Safe screening rules for sparse multi-task and multi-class models NIPS 2015
Unified View of Matrix Completion under General Structural Constraints NIPS 2015
Interpolating Convex and Non-Convex Tensor Decompositions via the Subspace Norm NIPS 2015
Non-convex Statistical Optimization for Sparse Tensor Graphical Model NIPS 2015
Robust PCA with compressed data NIPS 2015
HONOR: Hybrid Optimization for NOn-convex Regularized problems NIPS 2015
Elastic-Net Regularization of Singular Values for Robust Subspace Learning CVPR 2015
Membership Representation for Detecting Block-Diagonal Structure in Low-Rank or Sparse Subspace Clustering CVPR 2015