How smooth is your wavelet? Wavelet regularity via thermodynamic formalism

Mark Pollicott, Howard Weiss

Research output: Contribution to journalArticle

4 Scopus citations

Abstract

A popular wavelet reference [W] states that "in theoretical and practical studies, the notion of (wavelet) regularity has been increasing in importance." Not surprisingly, the study of wavelet regularity is currently a major topic of investigation. Smoother wavelets provide sharper frequency resolution of functions. Also, the iterative algorithms to construct wavelets converge faster for smoother wavelets. The main goals of this paper are to extend, refine, and unify the thermodynamic approach to the regularity of wavelets and to devise a faster algorithm for estimating regularity. The thermodynamic approach works equally well for compactly supported and non-compactly supported wavelets, and also applies to non-analytic wavelet filters. We present an algorithm for computing the Sobolev regularity of wavelets and prove that it converges with super-exponential speed. As an application we construct new examples of wavelets that are smoother than the Daubechies wavelets and have the same support. We establish smooth dependence of the regularity for wavelet families, and we derive a variational formula for the regularity. We also show a general relation between the asymptotic regularity of wavelet families and maximal measures for the doubling map. Finally, we describe how these results generalize to higher dimensional wavelets.

Original languageEnglish (US)
Pages (from-to)1-21
Number of pages21
JournalCommunications In Mathematical Physics
Volume281
Issue number1
DOIs
StatePublished - Jul 1 2008

All Science Journal Classification (ASJC) codes

  • Statistical and Nonlinear Physics
  • Mathematical Physics

Fingerprint Dive into the research topics of 'How smooth is your wavelet? Wavelet regularity via thermodynamic formalism'. Together they form a unique fingerprint.

  • Cite this