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Full-Text Articles in Mathematics
Enhanced Lasso Recovery On Graph, Xavier Bresson, Thomas Laurent, James Von Brecht
Enhanced Lasso Recovery On Graph, Xavier Bresson, Thomas Laurent, James Von Brecht
Mathematics Faculty Works
This work aims at recovering signals that are sparse on graphs. Compressed sensing offers techniques for signal recovery from a few linear measurements and graph Fourier analysis provides a signal representation on graph. In this paper, we leverage these two frameworks to introduce a new Lasso recovery algorithm on graphs. More precisely, we present a non-convex, non-smooth algorithm that outperforms the standard convex Lasso technique. We carry out numerical experiments on three benchmark graph datasets.
The Dual Spectral Set Conjecture, Steen Pedersen
The Dual Spectral Set Conjecture, Steen Pedersen
Mathematics and Statistics Faculty Publications
Suppose that Λ = (aZ + b) ∪ (cZ + d) where a, b, c, d are real numbers such that a ≠ 0 and c ≠ 0. The union is not assumed to be disjoint. It is shown that the translates Ω + λ, λ is an element of Λ, tile the real line for some bounded measurable set Ω if and only if the exponentials eλ(x) = ei2πλx, λ is an element of Λ, form an orthogonal basis for some bounded measurable set Ω'.
Orthogonal Harmonic Analysis Of Fractal Measures, Palle Jorgensen, Steen Pedersen
Orthogonal Harmonic Analysis Of Fractal Measures, Palle Jorgensen, Steen Pedersen
Mathematics and Statistics Faculty Publications
We show that certain iteration systems lead to fractal measures admitting an exact orthogonal harmonic analysis.