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.SOCG.2015.739
URN: urn:nbn:de:0030-drops-51072
URL: http://dagstuhl.sunsite.rwth-aachen.de/volltexte/2015/5107/
Bringmann, Karl ;
Mulzer, Wolfgang
Approximability of the Discrete Fréchet Distance
Abstract
The Fréchet distance is a popular and widespread distance measure for point sequences and for curves. About two years ago, Agarwal et al [SIAM J. Comput. 2014] presented a new (mildly) subquadratic algorithm for the discrete version of the problem. This spawned a flurry of activity that has led to several new algorithms and lower bounds.
In this paper, we study the approximability of the discrete Fréchet distance. Building on a recent result by Bringmann [FOCS 2014], we present a new conditional lower bound that strongly subquadratic algorithms for the discrete Fréchet distance are unlikely to exist, even in the one-dimensional case and even if the solution may be approximated up to a factor of 1.399.
This raises the question of how well we can approximate the Fréchet distance (of two given d-dimensional point sequences of length n) in strongly subquadratic time. Previously, no general results were known. We present the first such algorithm by analysing the approximation ratio of a simple, linear-time greedy algorithm to be 2^Theta(n). Moreover, we design an alpha-approximation algorithm that runs in time O(n log n + n^2 / alpha), for any alpha in [1, n]. Hence, an n^epsilon-approximation of the Fréchet distance can be computed in strongly subquadratic time, for any epsilon > 0.
BibTeX - Entry
@InProceedings{bringmann_et_al:LIPIcs:2015:5107,
author = {Karl Bringmann and Wolfgang Mulzer},
title = {{Approximability of the Discrete Fr{\'e}chet Distance}},
booktitle = {31st International Symposium on Computational Geometry (SoCG 2015)},
pages = {739--753},
series = {Leibniz International Proceedings in Informatics (LIPIcs)},
ISBN = {978-3-939897-83-5},
ISSN = {1868-8969},
year = {2015},
volume = {34},
editor = {Lars Arge and J{\'a}nos Pach},
publisher = {Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik},
address = {Dagstuhl, Germany},
URL = {http://drops.dagstuhl.de/opus/volltexte/2015/5107},
URN = {urn:nbn:de:0030-drops-51072},
doi = {10.4230/LIPIcs.SOCG.2015.739},
annote = {Keywords: Fr{\'e}chet distance, approximation, lower bounds, Strong Exponential Time Hypothesis}
}
Keywords: |
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Fréchet distance, approximation, lower bounds, Strong Exponential Time Hypothesis |
Collection: |
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31st International Symposium on Computational Geometry (SoCG 2015) |
Issue Date: |
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2015 |
Date of publication: |
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12.06.2015 |