1. Covering Point-Sets with Parallel Hyperplanes and Sparse Signal Recovery.
- Author
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Fukshansky, Lenny and Hsu, Alexander
- Subjects
- *
HYPERPLANES , *ORTHOGONAL matching pursuit , *COMPRESSED sensing , *INTEGERS , *DETERMINISTIC algorithms - Abstract
We give a new deterministic construction of integer sensing matrices that can be used for the recovery of integer-valued signals in compressed sensing. This is a family of n × d integer matrices, d ≥ n , with bounded sup-norm and the property that no ℓ column vectors are linearly dependent, ℓ ≤ n . Further, if ℓ ≤ o (log n) then d / n → ∞ as n → ∞ . Our construction comes from particular sets of difference vectors of point-sets in R n that cannot be covered by few parallel hyperplanes. We construct examples of such sets on the 0 , ± 1 grid and use them for the matrix construction. We also show a connection of our constructions to a simple version of the Tarski's plank problem. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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