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Bounded Asymmetry in Road Networks

Road networks are a classical stage for applications in network science and graph theory. Meanwhile, many combinatorial problems that arise in road networks are computationally intractable. Thus, an attractive way of tackling them is through efficient heuristics with provable performance guarantees,...

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Detalles Bibliográficos
Autores principales: Martínez Mori, Juan C., Samaranayake, Samitha
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6697698/
https://www.ncbi.nlm.nih.gov/pubmed/31420564
http://dx.doi.org/10.1038/s41598-019-48463-z
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author Martínez Mori, Juan C.
Samaranayake, Samitha
author_facet Martínez Mori, Juan C.
Samaranayake, Samitha
author_sort Martínez Mori, Juan C.
collection PubMed
description Road networks are a classical stage for applications in network science and graph theory. Meanwhile, many combinatorial problems that arise in road networks are computationally intractable. Thus, an attractive way of tackling them is through efficient heuristics with provable performance guarantees, better known as approximation algorithms. This motivates the intersection of algorithm design with the aforementioned fields. Specifically, identifying measures that characterize graphs and exploiting them in the design of algorithms may yield practical heuristics with rigorous mathematical justification. Herein, we propose a new graph measure, namely the asymmetry factor Δ(G) of a directed graph G, with immediate algorithmic results via a symmetrization procedure and the black box use of approximation algorithms for symmetric graphs. Crucially, we analyze the asymmetry factors of the road networks from a diverse set of twelve cities, providing empirical evidence that road networks exhibit low bounded asymmetry and thereby justifying the practical use of algorithms for symmetric graphs.
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spelling pubmed-66976982019-08-20 Bounded Asymmetry in Road Networks Martínez Mori, Juan C. Samaranayake, Samitha Sci Rep Article Road networks are a classical stage for applications in network science and graph theory. Meanwhile, many combinatorial problems that arise in road networks are computationally intractable. Thus, an attractive way of tackling them is through efficient heuristics with provable performance guarantees, better known as approximation algorithms. This motivates the intersection of algorithm design with the aforementioned fields. Specifically, identifying measures that characterize graphs and exploiting them in the design of algorithms may yield practical heuristics with rigorous mathematical justification. Herein, we propose a new graph measure, namely the asymmetry factor Δ(G) of a directed graph G, with immediate algorithmic results via a symmetrization procedure and the black box use of approximation algorithms for symmetric graphs. Crucially, we analyze the asymmetry factors of the road networks from a diverse set of twelve cities, providing empirical evidence that road networks exhibit low bounded asymmetry and thereby justifying the practical use of algorithms for symmetric graphs. Nature Publishing Group UK 2019-08-16 /pmc/articles/PMC6697698/ /pubmed/31420564 http://dx.doi.org/10.1038/s41598-019-48463-z Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Martínez Mori, Juan C.
Samaranayake, Samitha
Bounded Asymmetry in Road Networks
title Bounded Asymmetry in Road Networks
title_full Bounded Asymmetry in Road Networks
title_fullStr Bounded Asymmetry in Road Networks
title_full_unstemmed Bounded Asymmetry in Road Networks
title_short Bounded Asymmetry in Road Networks
title_sort bounded asymmetry in road networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6697698/
https://www.ncbi.nlm.nih.gov/pubmed/31420564
http://dx.doi.org/10.1038/s41598-019-48463-z
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