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low-rank matrix

174 papers

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Co-occurring keywords

matrix completion (356) convex optimization (1321) matrix factorization (529) low-rank matrix recovery (57) matrix recovery (51) low-rank approximation (323) non-convex optimization (547) nuclear norm (79) gradient descent (1144) collaborative filtering (300)

Papers

Optimal Shrinkage of Singular Values Under Random Data Contamination NIPS 2017
Matrix Completion from $O(n)$ Samples in Linear Time COLT 2017
On the low-rank approach for semidefinite programs arising in synchronization and community detection COLT 2016
High Dimensional Structured Superposition Models NIPS 2016
Low-Rank Regression with Tensor Responses NIPS 2016
Provable Efficient Online Matrix Completion via Non-convex Stochastic Gradient Descent NIPS 2016
Optimal Statistical and Computational Rates for One Bit Matrix Completion AISTATS 2016
Matrix Completion has No Spurious Local Minimum NIPS 2016
Fast recovery from a union of subspaces NIPS 2016
Dynamic matrix recovery from incomplete observations under an exact low-rank constraint NIPS 2016
Online Learning with Low Rank Experts COLT 2016
Global Convergence of a Grassmannian Gradient Descent Algorithm for Subspace Estimation AISTATS 2016
Bootstrap-Based Regularization for Low-Rank Matrix Estimation JMLR 2016
Noise-Tolerant Life-Long Matrix Completion via Adaptive Sampling NIPS 2016
Multi-Image Matching via Fast Alternating Minimization ICCV 2015
Analysis of Robust PCA via Local Incoherence NIPS 2015
Clique-Graph Matching by Preserving Global & Local Structure CVPR 2015
On the Minimal Problems of Low-Rank Matrix Factorization CVPR 2015
Efficient Compressive Phase Retrieval with Constrained Sensing Vectors NIPS 2015
Matrix Completion Under Monotonic Single Index Models NIPS 2015
A Supervised Low-Rank Method for Learning Invariant Subspaces ICCV 2015
Sparse and Low-Rank Tensor Decomposition NIPS 2015
Elastic-Net Regularization of Singular Values for Robust Subspace Learning CVPR 2015
The Algebraic Combinatorial Approach for Low-Rank Matrix Completion JMLR 2015
Fast Exact Matrix Completion with Finite Samples COLT 2015