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zbMATH Open
Article . 2016
Data sources: zbMATH Open
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$\alpha$-Molecules

\(\alpha\)-Molecules
Authors: Grohs, Philipp; Keiper, Sandra; Kutyniok, Gitta; Schäfer, Martin;

$\alpha$-Molecules

Abstract

Within the area of applied harmonic analysis, various multiscale systems such as wavelets, ridgelets, curvelets, and shearlets have been introduced and successfully applied. The key property of each of those systems are their (optimal) approximation properties in terms of the decay of the $L^2$-error of the best $N$-term approximation for a certain class of functions. In this paper, we introduce the general framework of $\alpha$-molecules, which encompasses most multiscale systems from applied harmonic analysis, in particular, wavelets, ridgelets, curvelets, and shearlets as well as extensions of such with $\alpha$ being a parameter measuring the degree of anisotropy, as a means to allow a unified treatment of approximation results within this area. Based on an $\alpha$-scaled index distance, we first prove that two systems of $\alpha$-molecules are almost orthogonal. This leads to a general methodology to transfer approximation results within this framework, provided that certain consistency and time-frequency localization conditions of the involved systems of $\alpha$-molecules are satisfied. We finally utilize these results to enable the derivation of optimal sparse approximation results \msch{for} a specific class of cartoon-like functions by sufficient conditions on the 'control' parameters of a system of $\alpha$-molecules.

Keywords

shearlets, Mathematics - Functional Analysis, sparsity equivalence, Numerical methods for wavelets, curvelets, ridgelets, Nontrigonometric harmonic analysis involving wavelets and other special systems, General harmonic expansions, frames, Mathematics - Numerical Analysis, anisotropic scaling, wavelets, nonlinear approximation

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green