Low-Rank Matrix Completion by Riemannian Optimization

Iterative methods for low rank approximation of graph similarity matrices

(2012) T.P. Cason et al.   LINEAR ALGEBRA AND ITS APPLICATIONS

Projection-like Retractions on Matrix Manifolds

(2012) P.-A. Absil et al.   SIAM JOURNAL ON OPTIMIZATION

On the low-rank approximation by the pivoted Cholesky decomposition

(2011) Helmut Harbrecht et al.   APPLIED NUMERICAL MATHEMATICS

Convergence of Fixed-Point Continuation Algorithms for Matrix Rank Minimization

(2011) Donald Goldfarb et al.   FOUNDATIONS OF COMPUTATIONAL MATHEMATICS

Subspace Evolution and Transfer (SET) for Low-Rank Matrix Completion

(2011) Wei Dai et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

An implementable proximal point algorithmic framework for nuclear norm minimization

(2011) Yong-Jin Liu et al.   MATHEMATICAL PROGRAMMING

Matrix Completion From a Few Entries

(2010) Raghunandan H. Keshavan et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

The Power of Convex Relaxation: Near-Optimal Matrix Completion

(2010) Emmanuel J. Candes et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

ADMiRA: Atomic Decomposition for Minimum Rank Approximation

(2010) Kiryung Lee et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Matrix Completion With Noise

(2010) Emmanuel J Candes et al.   PROCEEDINGS OF THE IEEE

A Riemannian Optimization Approach for Computing Low-Rank Solutions of Lyapunov Equations

(2010) Bart Vandereycken et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

Krylov Subspace Methods for Linear Systems with Tensor Product Structure

(2010) Daniel Kressner et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

Low-Rank Optimization on the Cone of Positive Semidefinite Matrices

(2010) M. Journée et al.   SIAM JOURNAL ON OPTIMIZATION

A Singular Value Thresholding Algorithm for Matrix Completion

(2010) Jian-Feng Cai et al.   SIAM JOURNAL ON OPTIMIZATION

Exact Matrix Completion via Convex Optimization

(2009) Emmanuel J. Candès et al.   FOUNDATIONS OF COMPUTATIONAL MATHEMATICS

Fixed point and Bregman iterative methods for matrix rank minimization

(2009) Shiqian Ma et al.   MATHEMATICAL PROGRAMMING

Alternating Projections on Manifolds

(2008) Adrian S. Lewis et al.   MATHEMATICS OF OPERATIONS RESEARCH