English

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 ss-th order restricted isometry constant of the associated n×n2n \times n^2 Gabor synthesis matrix is small provided scn2/3/log2ns \leq c \, n^{2/3} / \log^2 n. This improves on previous estimates that exhibit quadratic scaling of nn in ss. 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

R2 v1 2026-06-21T18:23:16.605Z