Sublinear-time decremental algorithms for single-source reachability and shortest paths on directed graphs
Henzinger M, Krinninger S, Nanongkai D. 2014. Sublinear-time decremental algorithms for single-source reachability and shortest paths on directed graphs. 46th Annual ACM Symposium on Theory of Computing. STOC: Symposium on Theory of Computing, 674–683.
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https://arxiv.org/abs/1504.07959
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Author
Henzinger, MonikaISTA ;
Krinninger, Sebastian;
Nanongkai, Danupon
Abstract
We consider dynamic algorithms for maintaining Single-Source Reachability (SSR) and approximate Single-Source Shortest Paths (SSSP) on n-node m-edge directed graphs under edge deletions (decremental algorithms). The previous fastest algorithm for SSR and SSSP goes back three decades to Even and Shiloach (JACM 1981); it has O(1) query time and O(mn) total update time (i.e., linear amortized update time if all edges are deleted). This algorithm serves as a building block for several other dynamic algorithms. The question whether its total update time can be improved is a major, long standing, open problem.
In this paper, we answer this question affirmatively. We obtain a randomized algorithm which, in a simplified form, achieves an Õ(mn0.984) expected total update time for SSR and (1 + ε)-approximate SSSP, where Õ(·) hides poly log n. We also extend our algorithm to achieve roughly the same running time for Strongly Connected Components (SCC), improving the algorithm of Roditty and Zwick (FOCS 2002), and an algorithm that improves the Õ (mn log W)-time algorithm of Bernstein (STOC 2013) for approximating SSSP on weighted directed graphs, where the edge weights are integers from 1 to W. All our algorithms have constant query time in the worst case.
Publishing Year
Date Published
2014-05-01
Proceedings Title
46th Annual ACM Symposium on Theory of Computing
Publisher
Association for Computing Machinery
Article Number
674 - 683
Conference
STOC: Symposium on Theory of Computing
Conference Location
New York, NY, United States
Conference Date
2014-05-31 – 2014-06-03
ISBN
ISSN
IST-REx-ID
Cite this
Henzinger M, Krinninger S, Nanongkai D. Sublinear-time decremental algorithms for single-source reachability and shortest paths on directed graphs. In: 46th Annual ACM Symposium on Theory of Computing. Association for Computing Machinery; 2014. doi:10.1145/2591796.2591869
Henzinger, M., Krinninger, S., & Nanongkai, D. (2014). Sublinear-time decremental algorithms for single-source reachability and shortest paths on directed graphs. In 46th Annual ACM Symposium on Theory of Computing. New York, NY, United States: Association for Computing Machinery. https://doi.org/10.1145/2591796.2591869
Henzinger, Monika, Sebastian Krinninger, and Danupon Nanongkai. “Sublinear-Time Decremental Algorithms for Single-Source Reachability and Shortest Paths on Directed Graphs.” In 46th Annual ACM Symposium on Theory of Computing. Association for Computing Machinery, 2014. https://doi.org/10.1145/2591796.2591869.
M. Henzinger, S. Krinninger, and D. Nanongkai, “Sublinear-time decremental algorithms for single-source reachability and shortest paths on directed graphs,” in 46th Annual ACM Symposium on Theory of Computing, New York, NY, United States, 2014.
Henzinger M, Krinninger S, Nanongkai D. 2014. Sublinear-time decremental algorithms for single-source reachability and shortest paths on directed graphs. 46th Annual ACM Symposium on Theory of Computing. STOC: Symposium on Theory of Computing, 674–683.
Henzinger, Monika, et al. “Sublinear-Time Decremental Algorithms for Single-Source Reachability and Shortest Paths on Directed Graphs.” 46th Annual ACM Symposium on Theory of Computing, 674–683, Association for Computing Machinery, 2014, doi:10.1145/2591796.2591869.
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arXiv 1504.07959