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low-rank recovery

42 papers

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Co-occurring keywords

matrix completion (356) matrix recovery (51) low-rank matrix recovery (57) tensor decomposition (375) convex optimization (1321) low-rank matrix (174) robust principal component analysis (62) nonconvex optimization (316) nuclear norm (79) matrix sensing (24)

Papers

How Much Restricted Isometry is Needed In Nonconvex Matrix Recovery? NIPS 2018
Hyper-Laplacian Regularized Unidirectional Low-Rank Tensor Recovery for Multispectral Image Denoising CVPR 2017
Outlier-Robust Tensor PCA CVPR 2017
High-Rank Matrix Completion and Clustering under Self-Expressive Models NIPS 2016
Tensor Robust Principal Component Analysis: Exact Recovery of Corrupted Low-Rank Tensors via Convex Optimization CVPR 2016
Low-Rank and Sparse Structure Pursuit via Alternating Minimization AISTATS 2016
Pushing the Limits of Affine Rank Minimization by Adapting Probabilistic PCA ICML 2015
Robust Principal Component Analysis on Graphs ICCV 2015
Novel Methods for Multilinear Data Completion and De-noising Based on Tensor-SVD CVPR 2014
Generalized Nonconvex Nonsmooth Low-Rank Minimization CVPR 2014
Robust Orthonormal Subspace Learning: Efficient Recovery of Corrupted Low-rank Matrices CVPR 2014
Matrix Completion From any Given Set of Observations NIPS 2013
High-Dimensional Gaussian Process Bandits NIPS 2013
Exact and Stable Recovery of Pairwise Interaction Tensors NIPS 2013
Restricted Strong Convexity and Weighted Matrix Completion: Optimal Bounds with Noise JMLR 2012
Guaranteed Rank Minimization via Singular Value Projection NIPS 2010
Matrix Completion from Power-Law Distributed Samples NIPS 2009