A subquadratic-time algorithm for decremental single-source shortest paths

We study dynamic (1 + ∊)-approximation algorithms for the single-source shortest paths problem in an unweighted undirected n-node m-edge graph under edge deletions. The fastest algorithm for this problem is an algorithm with O(n2+o(1)) total update time and constant query time by Bernstein and Rodit...

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Main Authors: Nanongkai, Danupon, Henzinger, Monika, Krinninger, Sebastian
Other Authors: School of Physical and Mathematical Sciences
Format: Conference or Workshop Item
Language:English
Published: 2015
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Online Access:https://hdl.handle.net/10356/106740
http://hdl.handle.net/10220/25074
http://epubs.siam.org/doi/abs/10.1137/1.9781611973402.79
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-1067402023-02-28T19:17:59Z A subquadratic-time algorithm for decremental single-source shortest paths Nanongkai, Danupon Henzinger, Monika Krinninger, Sebastian School of Physical and Mathematical Sciences Annual ACM-SIAM Symposium on Discrete Algorithms, SODA (25th : 2014) DRNTU::Science::Mathematics::Discrete mathematics::Algorithms We study dynamic (1 + ∊)-approximation algorithms for the single-source shortest paths problem in an unweighted undirected n-node m-edge graph under edge deletions. The fastest algorithm for this problem is an algorithm with O(n2+o(1)) total update time and constant query time by Bernstein and Roditty (SODA 2011). In this paper, we improve the total update time to O(n1.8+o(1) + m1+o(1)) while keeping the query time constant. This running time is essentially tight when m = Ω(n1.8) since we need Ω(m) time even in the static setting. For smaller values of m, the running time of our algorithm is subquadratic, and is the first that breaks through the quadratic time barrier. In obtaining this result, we develop a fast algorithm for what we call center cover data structure. We also make non-trivial extensions to our previous techniques called lazy-update and monotone Even-Shiloach trees (ICALP 2013 and FOCS 2013). As by-products of our new techniques, we obtain two new results for the decremental all-pairs shortest-paths problem. Our first result is the first approximation algorithm whose total update time is faster than Õ(mn) for all values of m. Our second result is a new trade-off between the total update time and the additive approximation guarantee. Published version 2015-02-18T03:17:43Z 2019-12-06T22:17:21Z 2015-02-18T03:17:43Z 2019-12-06T22:17:21Z 2014 2014 Conference Paper Henzinger, M., Krinninger, S., & Nanongkai, D. (2014). A subquadratic-time algorithm for decremental single-source shortest paths. Proceedings of the Twenty-Fifth Annual ACM-SIAM Symposium on Discrete Algorithms, 1053-1072. https://hdl.handle.net/10356/106740 http://hdl.handle.net/10220/25074 http://epubs.siam.org/doi/abs/10.1137/1.9781611973402.79 en © 2014 Society for Industrial and Applied Mathematics. This paper was published in Proceedings of the Twenty-Fifth Annual ACM-SIAM Symposium on Discrete Algorithms and is made available as an electronic reprint (preprint) with permission of Society for Industrial and Applied Mathematics. The paper can be found at the following URL: [http://epubs.siam.org/doi/abs/10.1137/1.9781611973402.79]. One print or electronic copy may be made for personal use only. Systematic or multiple reproduction, distribution to multiple locations via electronic or other means, duplication of any material in this paper for a fee or for commercial purposes, or modification of the content of the paper is prohibited and is subject to penalties under law. 20 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Science::Mathematics::Discrete mathematics::Algorithms
spellingShingle DRNTU::Science::Mathematics::Discrete mathematics::Algorithms
Nanongkai, Danupon
Henzinger, Monika
Krinninger, Sebastian
A subquadratic-time algorithm for decremental single-source shortest paths
description We study dynamic (1 + ∊)-approximation algorithms for the single-source shortest paths problem in an unweighted undirected n-node m-edge graph under edge deletions. The fastest algorithm for this problem is an algorithm with O(n2+o(1)) total update time and constant query time by Bernstein and Roditty (SODA 2011). In this paper, we improve the total update time to O(n1.8+o(1) + m1+o(1)) while keeping the query time constant. This running time is essentially tight when m = Ω(n1.8) since we need Ω(m) time even in the static setting. For smaller values of m, the running time of our algorithm is subquadratic, and is the first that breaks through the quadratic time barrier. In obtaining this result, we develop a fast algorithm for what we call center cover data structure. We also make non-trivial extensions to our previous techniques called lazy-update and monotone Even-Shiloach trees (ICALP 2013 and FOCS 2013). As by-products of our new techniques, we obtain two new results for the decremental all-pairs shortest-paths problem. Our first result is the first approximation algorithm whose total update time is faster than Õ(mn) for all values of m. Our second result is a new trade-off between the total update time and the additive approximation guarantee.
author2 School of Physical and Mathematical Sciences
author_facet School of Physical and Mathematical Sciences
Nanongkai, Danupon
Henzinger, Monika
Krinninger, Sebastian
format Conference or Workshop Item
author Nanongkai, Danupon
Henzinger, Monika
Krinninger, Sebastian
author_sort Nanongkai, Danupon
title A subquadratic-time algorithm for decremental single-source shortest paths
title_short A subquadratic-time algorithm for decremental single-source shortest paths
title_full A subquadratic-time algorithm for decremental single-source shortest paths
title_fullStr A subquadratic-time algorithm for decremental single-source shortest paths
title_full_unstemmed A subquadratic-time algorithm for decremental single-source shortest paths
title_sort subquadratic-time algorithm for decremental single-source shortest paths
publishDate 2015
url https://hdl.handle.net/10356/106740
http://hdl.handle.net/10220/25074
http://epubs.siam.org/doi/abs/10.1137/1.9781611973402.79
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