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Optimally sparse representation in general (nonorthogonal) dictionaries via ℓ(1) minimization

Given a dictionary D = {d(k)} of vectors d(k), we seek to represent a signal S as a linear combination S = ∑(k) γ(k)d(k), with scalar coefficients γ(k). In particular, we aim for the sparsest representation possible. In general, this requires a combinatorial optimization process. Previous work consi...

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Foilsithe in:Proc Natl Acad Sci U S A
Príomhchruthaitheoirí: Donoho, David L., Elad, Michael
Formáid: Artigo
Teanga:Inglês
Foilsithe / Cruthaithe: National Academy of Sciences 2003
Ábhair:
Rochtain ar líne:https://ncbi.nlm.nih.govhttps://pmc.ncbi.nlm.nih.gov/articles/PMC153464/
https://ncbi.nlm.nih.govhttps://pubmed.ncbi.nlm.nih.gov/16576749/
https://ncbi.nlm.nih.govhttps://doi.org/10.1073/pnas.0437847100
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