The restricted isometry property for time-frequency structured random matrices
Information Theory
2014-04-29 v1 Classical Analysis and ODEs
math.IT
Probability
Abstract
We establish the restricted isometry property for finite dimensional Gabor systems, that is, for families of time--frequency shifts of a randomly chosen window function. We show that the -th order restricted isometry constant of the associated Gabor synthesis matrix is small provided . This improves on previous estimates that exhibit quadratic scaling of in . Our proof develops bounds for a corresponding chaos process.
Keywords
Cite
@article{arxiv.1106.3184,
title = {The restricted isometry property for time-frequency structured random matrices},
author = {Götz E. Pfander and Holger Rauhut and Joel A. Tropp},
journal= {arXiv preprint arXiv:1106.3184},
year = {2014}
}
Comments
25 pages