License: Creative Commons Attribution 3.0 Unported license (CC BY 3.0)
When quoting this document, please refer to the following
DOI: 10.4230/LIPIcs.ICALP.2019.36
URN: urn:nbn:de:0030-drops-106128
URL: http://dagstuhl.sunsite.rwth-aachen.de/volltexte/2019/10612/
Chen, Xue ;
Price, Eric
Estimating the Frequency of a Clustered Signal
Abstract
We consider the problem of locating a signal whose frequencies are "off grid" and clustered in a narrow band. Given noisy sample access to a function g(t) with Fourier spectrum in a narrow range [f_0 - Delta, f_0 + Delta], how accurately is it possible to identify f_0? We present generic conditions on g that allow for efficient, accurate estimates of the frequency. We then show bounds on these conditions for k-Fourier-sparse signals that imply recovery of f_0 to within Delta + O~(k^3) from samples on [-1, 1]. This improves upon the best previous bound of O(Delta + O~(k^5))^{1.5}. We also show that no algorithm can do better than Delta + O~(k^2).
In the process we provide a new O~(k^3) bound on the ratio between the maximum and average value of continuous k-Fourier-sparse signals, which has independent application.
BibTeX - Entry
@InProceedings{chen_et_al:LIPIcs:2019:10612,
author = {Xue Chen and Eric Price},
title = {{Estimating the Frequency of a Clustered Signal}},
booktitle = {46th International Colloquium on Automata, Languages, and Programming (ICALP 2019)},
pages = {36:1--36:13},
series = {Leibniz International Proceedings in Informatics (LIPIcs)},
ISBN = {978-3-95977-109-2},
ISSN = {1868-8969},
year = {2019},
volume = {132},
editor = {Christel Baier and Ioannis Chatzigiannakis and Paola Flocchini and Stefano Leonardi},
publisher = {Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik},
address = {Dagstuhl, Germany},
URL = {http://drops.dagstuhl.de/opus/volltexte/2019/10612},
URN = {urn:nbn:de:0030-drops-106128},
doi = {10.4230/LIPIcs.ICALP.2019.36},
annote = {Keywords: sublinear algorithms, Fourier transform}
}
Keywords: |
|
sublinear algorithms, Fourier transform |
Collection: |
|
46th International Colloquium on Automata, Languages, and Programming (ICALP 2019) |
Issue Date: |
|
2019 |
Date of publication: |
|
04.07.2019 |