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We denote the patch contaminated with noise as x N o i s e ∈ ℝ Q. Since, unlike the SDOCT image, noise is not expected to be sparsely represented by D, the sparse solution of the denoising problem [ 34] can be obtained from where ‖ · ‖ 2 2 and ‖ · ‖ 0 represent the ℓ 2 and ℓ 0 -norms, respectively, and ω is the error tolerance.
True biological networks are known to be sparsely connected, so we would expect sparse network matrices A. The prior should force as many entries of A close to zero as possible, at the expense of allowing for fairly large values of a few components.
When the Y ∈ RM × 1 is K-sparse signal, the Y do not need to be sparsely represented, so the dictionary base is an identity matrix.
Since gene regulatory networks are known to be sparsely connected, many inference methods specify constraints to favor sparse networks in the inference process.
There, in the midst of what used to be sparsely populated exurbia, a complete city streetscape was constructed, with sidewalks, street happenings and tall buildings.
Funerals for people in their 90s tend to be sparsely attended affairs, with but a sprinkling of contemporaries and maybe some friends of the children and grandchildren on hand for moral support.
Similar(34)
No play I've been to was sparsely attended; several were sold out.
If the assessment works in the favour of the inmates, well, they got themselves a wedding to plan although, it may be sparsely attended.
The small number of people and small number of towns reported by the census reveal Brazil's enormous territory to have been sparsely populated.
The hills to the south are sparsely covered with bushes, acacia, and grasses.
The wet, forested hill ridges of the interior to the east are sparsely populated.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com