Guha, Sudipto ;
Harb, Boulos
Nonlinear Approximation and Image Representation using Wavelets
Abstract
We address the problem of finding sparse wavelet representations of highdimensional vectors. We present a lowerbounding technique and use it to develop an algorithm for computing provablyapproximate instancespecific representations minimizing general $ell_p$ distances under a wide variety of compactlysupported wavelet bases. More specifically, given a vector $f in mathbb{R}^n$, a compactlysupported wavelet basis, a sparsity constraint $B in mathbb{Z}$, and $pin[1,infty]$, our algorithm returns a $B$term representation (a linear combination of $B$ vectors from the given basis) whose $ell_p$ distance from $f$ is a $O(log n)$ factor away from that of the optimal such representation of $f$. Our algorithm applies in the onepass sublinearspace data streaming model of computation, and it generalize to weighted $p$norms and multidimensional signals. Our technique also generalizes to a version of the problem where we are given a bitbudget rather than a termbudget. Furthermore, we use it to construct a emph{universal representation} that consists of at most $B(log n)^2$ terms and gives a $O(log n)$approximation under all $p$norms simultaneously.
BibTeX  Entry
@InProceedings{guha_et_al:DSP:2007:1063,
author = {Sudipto Guha and Boulos Harb},
title = {Nonlinear Approximation and Image Representation using Wavelets},
booktitle = {Web Information Retrieval and Linear Algebra Algorithms},
year = {2007},
editor = {Andreas Frommer and Michael W. Mahoney and Daniel B. Szyld},
number = {07071},
series = {Dagstuhl Seminar Proceedings},
ISSN = {18624405},
publisher = {Internationales Begegnungs und Forschungszentrum f{\"u}r Informatik (IBFI), Schloss Dagstuhl, Germany},
address = {Dagstuhl, Germany},
URL = {http://drops.dagstuhl.de/opus/volltexte/2007/1063},
annote = {Keywords: Nonlinear approximation, wavelets, approximation algorithms, streaming algorithms}
}
2007
Keywords: 

Nonlinear approximation, wavelets, approximation algorithms, streaming algorithms 
Seminar: 

07071  Web Information Retrieval and Linear Algebra Algorithms

Related Scholarly Article: 


Issue date: 

2007 
Date of publication: 

2007 