conftrace_

matrix recovery

51 papers

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Co-occurring keywords

low-rank matrix (174) matrix completion (356) low-rank matrix recovery (57) low-rank recovery (42) robust principal component analysis (62) convex optimization (1321) compressed sensing (201) nuclear norm (79) convex relaxation (112) nonconvex optimization (316)

Papers

Random Consensus Robust PCA AISTATS 2017
Optimal Shrinkage of Singular Values Under Random Data Contamination NIPS 2017
Robust Principal Component Analysis with Side Information ICML 2016
Dynamic matrix recovery from incomplete observations under an exact low-rank constraint NIPS 2016
Online (and Offline) Robust PCA: Novel Algorithms and Performance Guarantees AISTATS 2016
Low-Rank and Sparse Structure Pursuit via Alternating Minimization AISTATS 2016
A Note on the Sample Complexity of the Er-SpUD Algorithm by Spielman, Wang and Wright for Exact Recovery of Sparsely Used Dictionaries JMLR 2016
Structured Matrix Recovery via the Generalized Dantzig Selector NIPS 2016
Multi-Image Matching via Fast Alternating Minimization ICCV 2015
Robust Orthonormal Subspace Learning: Efficient Recovery of Corrupted Low-rank Matrices CVPR 2014
Generalized Nonconvex Nonsmooth Low-Rank Minimization CVPR 2014
Riemannian Pursuit for Big Matrix Recovery ICML 2014
Deterministic Symmetric Positive Semidefinite Matrix Completion NIPS 2014
On Iterative Hard Thresholding Methods for High-dimensional M-Estimation NIPS 2014
Efficient Structured Matrix Rank Minimization NIPS 2014
Recovery of Coherent Data via Low-Rank Dictionary Pursuit NIPS 2014
Low-Rank Matrix and Tensor Completion via Adaptive Sampling NIPS 2013
Matrix Completion From any Given Set of Observations NIPS 2013
Exact and Stable Recovery of Pairwise Interaction Tensors NIPS 2013
Estimating Unknown Sparsity in Compressed Sensing ICML 2013
Breaking the Small Cluster Barrier of Graph Clustering ICML 2013
Learning Structured Low-Rank Representations for Image Classification CVPR 2013
Exact Subspace Segmentation and Outlier Detection by Low-Rank Representation AISTATS 2012
Universal low-rank matrix recovery from Pauli measurements NIPS 2011
Minimax Localization of Structural Information in Large Noisy Matrices NIPS 2011