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Root-exponential accuracy for coarse quantization of finite frame expansions

  • Rheinische Friedrich-Wilhelms-Universität Bonn
  • Duke University
  • University of Texas at Austin

Research output: Contribution to journalArticlepeer-review

28 Scopus citations

Abstract

In this note,we show that by quantizing the N-dimensional frame coefficients of signals in R dusing th-order Sigma- Delta quantization schemes, it is possible to achieve root-exponential accuracy in the oversampling rate λ : = N/d/. In particular, we construct a family of finite frames tailored specifically for coarse Sigma-Delta quantization that admit themselves as both canonical duals and Sobolev duals. Our construction allows for error guarantees that behave as e -cλ, where under a mild restriction on the oversampling rate, the constants are absolute. Moreover, we show that harmonic frames can be used to achieve the same guarantees, but with the constants now depending on d.

Original languageEnglish
Article number6122507
Pages (from-to)1069-1079
Number of pages11
JournalIEEE Transactions on Information Theory
Volume58
Issue number2
DOIs
StatePublished - Feb 2012
Externally publishedYes

Keywords

  • Alternative duals
  • Finite frames
  • Harmonic frames
  • Oversampling
  • Quantization
  • Sigma-delta

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