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» Fixed point and Bregman iterative methods for matrix rank mi...
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MP
2011
14 years 7 months ago
Fixed point and Bregman iterative methods for matrix rank minimization
Shiqian Ma, Donald Goldfarb, Lifeng Chen
FOCM
2011
175views more  FOCM 2011»
14 years 11 months ago
Convergence of Fixed-Point Continuation Algorithms for Matrix Rank Minimization
The matrix rank minimization problem has applications in many fields such as system identification, optimal control, low-dimensional embedding etc. As this problem is NP-hard in ...
Donald Goldfarb, Shiqian Ma
174
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SIAMJO
2010
246views more  SIAMJO 2010»
15 years 3 months ago
A Singular Value Thresholding Algorithm for Matrix Completion
This paper introduces a novel algorithm to approximate the matrix with minimum nuclear norm among all matrices obeying a set of convex constraints. This problem may be understood a...
Jian-Feng Cai, Emmanuel J. Candès, Zuowei S...