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

Simultaneous Pursuit of Sparseness and Rank Structures for Matrix Decomposition JMLR 2015
Unified View of Matrix Completion under General Structural Constraints NIPS 2015
Completing Any Low-rank Matrix, Provably JMLR 2015
Collaboratively Learning Preferences from Ordinal Data NIPS 2015
Collaborative Filtering with Graph Information: Consistency and Scalable Methods NIPS 2015
Recovery of Coherent Data via Low-Rank Dictionary Pursuit NIPS 2014
Computational Limits for Matrix Completion COLT 2014
Manopt, a Matlab Toolbox for Optimization on Manifolds JMLR 2014
Efficient Structured Matrix Rank Minimization NIPS 2014
A Residual Bootstrap for High-Dimensional Regression with Near Low-Rank Designs NIPS 2014
Greedy Subspace Clustering NIPS 2014
Learning Mixtures of Discrete Product Distributions using Spectral Decompositions COLT 2014
Fast matrix completion without the condition number COLT 2014
Probabilistic low-rank matrix completion on finite alphabets NIPS 2014
Matrix Completion with the Trace Norm: Learning, Bounding, and Transducing JMLR 2014
Universal Matrix Completion ICML 2014
Exponential Family Matrix Completion under Structural Constraints ICML 2014
Clustering Partially Observed Graphs via Convex Optimization JMLR 2014
Unsupervised Spectral Learning of Finite State Transducers NIPS 2013
Learning by Associating Ambiguously Labeled Images CVPR 2013
A Max-Norm Constrained Minimization Approach to 1-Bit Matrix Completion JMLR 2013
Matrix factorization with binary components NIPS 2013
Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Subset Ranking Losses NIPS 2013
A New Convex Relaxation for Tensor Completion NIPS 2013
Matrix Completion From any Given Set of Observations NIPS 2013