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A Robust Algorithm for Joint-Sparse Recovery

delete2009-12-01
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OA
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M
Md Mashud Hyder *
K
Kaushik Mahata
DOI:10.1109/LSP.2009.2028107delete
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Abstract

Abstract

En 中文
We address the problem of finding a set of sparse signals that have nonzero coefficients in the same locations from a set of their compressed measurements. A mixed l(2,0) norm optimization approach is considered. A cost function appropriate to the joint-sparse problem is developed, and an algorithm is derived. Compared to other convex relaxation based techniques, the results obtained by the proposed method show a clear improvement in both noiseless and noisy environments.
Keywords:
Basis pursuit
compressive sampling
joint-sparse
multiple measurement vectors
sparse representation

Journal

IEEE Signal Processing Magazine cover
IEEE Signal Processing Magazine
IF:
9.6
Papers:
1.1W
Citations:
1.7W

Organization

U
University of Newcastle
Scholars:
1.5W
Papers: 1.5W
Citations: 16
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