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» Sparse Recovery Using Sparse Random Matrices
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56
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DRW
2003
107views Mathematics» more  DRW 2003»
15 years 3 months ago
Rooted trees and moments of large sparse random matrices
Oleksiy Khorunzhiy
106
Voted
ICASSP
2009
IEEE
15 years 9 months ago
Sparse source separation from orthogonal mixtures
This paper addresses source separation from a linear mixture under two assumptions: source sparsity and orthogonality of the mixing matrix. We propose efficient sparse separation...
Moshe Mishali, Yonina C. Eldar
CF
2005
ACM
15 years 4 months ago
Sparse matrix storage revisited
In this paper, we consider alternate ways of storing a sparse matrix and their effect on computational speed. They involve keeping both the indices and the non-zero elements in t...
Malik Silva
211
Voted
SIAMJO
2011
14 years 9 months ago
Recovering Low-Rank and Sparse Components of Matrices from Incomplete and Noisy Observations
Many applications arising in a variety of fields can be well illustrated by the task of recovering the low-rank and sparse components of a given matrix. Recently, it is discovered...
Min Tao, Xiaoming Yuan
111
Voted
CORR
2010
Springer
130views Education» more  CORR 2010»
15 years 2 months ago
Phase Transitions for Greedy Sparse Approximation Algorithms
A major enterprise in compressed sensing and sparse approximation is the design and analysis of computationally tractable algorithms for recovering sparse, exact or approximate, s...
Jeffrey D. Blanchard, Coralia Cartis, Jared Tanner...