conftrace_

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

Intersecting singularities for multi-structured estimation ICML 2013
Local Low-Rank Matrix Approximation ICML 2013
Speedup Matrix Completion with Side Information: Application to Multi-Label Learning NIPS 2013
A Divide-and-Conquer Method for Scalable Low-Rank Latent Matrix Pursuit CVPR 2013
Error-Minimizing Estimates and Universal Entry-Wise Error Bounds for Low-Rank Matrix Completion NIPS 2013
Recovering the Optimal Solution by Dual Random Projection COLT 2013
Low-rank matrix reconstruction and clustering via approximate message passing NIPS 2013
Scaled Gradients on Grassmann Manifolds for Matrix Completion NIPS 2012
Iterative Reweighted Algorithms for Matrix Rank Minimization JMLR 2012
Online Learning in the Embedded Manifold of Low-rank Matrices JMLR 2012
Multi-label Subspace Ensemble AISTATS 2012
A Denoising View of Matrix Completion NIPS 2011
A Simpler Approach to Matrix Completion JMLR 2011
Penalty Decomposition Methods for Rank Minimization NIPS 2011
RTRMC: A Riemannian trust-region method for low-rank matrix completion NIPS 2011
SpaRCS: Recovering low-rank and sparse matrices from compressive measurements NIPS 2011
Statistical Performance of Convex Tensor Decomposition NIPS 2011
Guaranteed Rank Minimization via Singular Value Projection NIPS 2010
Transduction with Matrix Completion: Three Birds with One Stone NIPS 2010
Online Learning in The Manifold of Low-Rank Matrices NIPS 2010
Matrix Completion from Noisy Entries NIPS 2009
Low-Rank Kernel Learning with Bregman Matrix Divergences JMLR 2009
Matrix Completion from Power-Law Distributed Samples NIPS 2009
Robust Principal Component Analysis: Exact Recovery of Corrupted Low-Rank Matrices via Convex Optimization NIPS 2009