Sparsity in time-frequency representations
Classical Analysis and ODEs
2007-11-16 v1 Information Theory
math.IT
Abstract
We consider signals and operators in finite dimension which have sparse time-frequency representations. As main result we show that an -sparse Gabor representation in with respect to a random unimodular window can be recovered by Basis Pursuit with high probability provided that . Our results are applicable to the channel estimation problem in wireless communications and they establish the usefulness of a class of measurement matrices for compressive sensing.
Cite
@article{arxiv.0711.2503,
title = {Sparsity in time-frequency representations},
author = {Goetz E. Pfander and Holger Rauhut},
journal= {arXiv preprint arXiv:0711.2503},
year = {2007}
}