Ridgelets: a key to higher-dimensional intermittency?

Citation
Ej. Candes et Dl. Donoho, Ridgelets: a key to higher-dimensional intermittency?, PHI T ROY A, 357(1760), 1999, pp. 2495-2509
Citations number
15
Categorie Soggetti
Multidisciplinary
Journal title
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY OF LONDON SERIES A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES
ISSN journal
1364503X → ACNP
Volume
357
Issue
1760
Year of publication
1999
Pages
2495 - 2509
Database
ISI
SICI code
1364-503X(19990915)357:1760<2495:RAKTHI>2.0.ZU;2-G
Abstract
In dimensions two and higher, wavelets can efficiently represent only a sma ll range of the full diversity of interesting behaviour. In effect, wavelet s are well adapted for point-like phenomena, whereas in dimensions greater than one, interesting phenomena can be organized along lines, hyperplanes a nd other non-point-like structures, for which wavelets are poorly adapted. We discuss in this paper a new subject, ridgelet analysis, which can effect ively deal with line-like phenomena in dimension 2, plane-like phenomena in dimension 3 and so on. It encompasses a collection of tools which all begi n from the idea of analysis by ridge functions psi(u(1)x(1) + ... + u(n)x(n )) whose ridge profiles psi are wavelets, or alternatively from performing a wavelet analysis in the Radon domain. The paper reviews recent work on the continuous ridgelet transform (CRT), r idgelet frames, ridgelet orthonormal bases, ridgelets and edges and describ es a new notion of smoothness naturally attached to this new representation .