Title :
Root-Exponential Accuracy for Coarse Quantization of Finite Frame Expansions
Author :
Krahmer, Felix ; Saab, Rayan ; Ward, Rachel
Author_Institution :
Hausdorff Center for Math., Univ. Bonn, Bonn, Germany
Abstract :
In this note, we show that by quantizing the N-dimensional frame coefficients of signals in Rd using r 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-c√{λ}, 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 .
Keywords :
harmonic analysis; quantisation (signal); sigma-delta modulation; N-dimensional frame coefficient; Sobolev duals; coarse quantization; finite frame expansions; finite frames; harmonic frames; oversampling rate; root-exponential accuracy; sigma-delta quantization scheme; Approximation error; Error analysis; Harmonic analysis; Quantization; Sigma delta modulation; Vectors; Alternative duals; Sigma-Delta; finite frames; harmonic frames; oversampling; quantization;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2011.2168942