Abstract
A partition (C 1,C 2,...,C q ) of G = (V,E) into clusters of strong (respectively, weak) diameter d, such that the supergraph obtained by contracting each C i is ℓ-colorable is called a strong (resp., weak) (d, ℓ)-network-decomposition. Network-decompositions were introduced in a seminal paper by Awerbuch, Goldberg, Luby and Plotkin in 1989. Awerbuch et al. showed that strong \((exp\{O(\sqrt{ \log n \log \log n})\}\), \(exp\{O(\sqrt{ \log n \log \log n})\})\)-network-decompositions can be computed in distributed deterministic time \(exp\{O(\sqrt{ \log n \log \log n})\}\). Even more importantly, they demonstrated that network-decompositions can be used for a great variety of applications in the message-passing model of distributed computing. Much more recently Barenboim (2012) devised a distributed randomized constant-time algorithm for computing strong network decompositions with d = O(1). However, the parameter ℓ in his result is O(n 1/2 + ε).
In this paper we drastically improve the result of Barenboim and devise a distributed randomized constant-time algorithm for computing strong (O(1), O(n ε))-network-decompositions. As a corollary we derive a constant-time randomized O(n ε)-approximation algorithm for the distributed minimum coloring problem. This improves the best previously-known O(n 1/2 + ε) approximation guarantee. We also derive other improved distributed algorithms for a variety of problems.
Most notably, for the extremely well-studied distributed minimum dominating set problem currently there is no known deterministic polylogarithmic -time algorithm. We devise a deterministic polylogarithmic-time approximation algorithm for this problem, addressing an open problem of Lenzen and Wattenhofer (2010).
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References
Awerbuch, B., Berger, B., Cowen, L., Peleg, D.: Fast Distributed Network Decompositions and Covers. J. of Parallel and Distr. Computing 39(2), 105–114 (1996)
Ajtai, M., Komlos, J., Szemeredi, E.: A note on Ramsey numbers. Journal of Combinatorial Theory, Series A 29, 354–360 (1980)
Awerbuch, B., Goldberg, A.V., Luby, M., Plotkin, S.: Network decomposition and locality in distributed computation. In: Proc. of the 30th Annual Symposium on Foundations of Computer Science, pp. 364–369 (1989)
Awerbuch, B., Peleg, D.: Sparse partitions. In: Proc. of the 31st IEEE Symp. on Foundations of Computer Science, pp. 503–513 (1990)
Barenboim, L.: On the locality of some NP-complete problems. In: Czumaj, A., Mehlhorn, K., Pitts, A., Wattenhofer, R. (eds.) ICALP 2012, Part II. LNCS, vol. 7392, pp. 403–415. Springer, Heidelberg (2012)
Barenboim, L., Elkin, M.: Sublogarithmic distributed MIS algorithm for sparse graphs using Nash-Williams decomposition. In: Proc. of the 27th ACM Symp. on Principles of Distributed Computing, pp. 25–34 (2008)
Barenboim, L., Elkin, M.: Distributed (Δ + 1)-coloring in linear (in Δ) time. In: Proc. of the 41st ACM Symp. on Theory of Computing, pp. 111–120 (2009)
Barenboim, L., Elkin, M.: Deterministic distributed vertex coloring in polylogarithmic time. In: Proc. 29th ACM Symp. on Principles of Distributed Computing, pp. 410–419 (2010)
Barenboim, L., Elkin, M.: Distributed Graph Coloring: Fundamentals and Recent Developments. Morgan-Claypool Synthesis Lectures on Distributed Computing Theory (2013)
Barenboim, L., Elkin, M., Gavoille, C.: A Fast Network-Decomposition Algorithm and its Applications to Constant-Time Distributed Computation, http://arxiv.org/abs/1505.05697
Barenboim, L., Elkin, M., Pettie, S., Schneider, J.: The locality of distributed symmetry breaking. In: Proc. of the 53rd Annual Symposium on Foundations of Computer Science, pp. 321–330 (2012)
Baswana, S., Sen, S.: A simple and linear time randomized algorithm for computing sparse spanners in weighted graphs. Random Structures and Algorithms 30(4), 532–563 (2007)
Berman, P., Bhattacharyya, A., Makarychev, K., Raskhodnikova, S., Yaroslavtsev, G.: Improved approximation for the directed spanner problem. In: Aceto, L., Henzinger, M., Sgall, J. (eds.) ICALP 2011, Part I. LNCS, vol. 6755, pp. 1–12. Springer, Heidelberg (2011)
Bisht, T., Kothapalli, K., Pemmaraju, S.: Super-fast t-ruling sets (Brief Announcement). In: Proc. of the 33th ACM Symposium on Principles of Distributed Computing, pp. 379–381 (2014)
Bollobas, B.: Extremal Graph Theory. Dover Publications (2004)
Busch, C., Dutta, C., Radhakrishnan, J., Rajaraman, R., Srinivasagopalan, S.: Split and join: strong partitions and universal Steiner trees for graphs. In: Proc. of 53rd Annual IEEE Symp. on Foundations of Computer Science, pp. 81–90 (2012)
Cole, R., Vishkin, U.: Deterministic coin tossing with applications to optimal parallel list ranking. Information and Control 70(1), 32–53 (1986)
Derbel, B., Gavoille, C., Peleg, D., Viennot, L.: On the locality of distributed sparse spanner construction. In: Proc. of the 27th ACM Symp. on Principles of Distributed Computing, pp. 273–282 (2008)
Dinitz, M., Krauthgamer, R.: Directed spanners via flow-based linear programs. In: Proc. of the 43rd ACM Symp. on Theory of Computing, pp. 323–332 (2011)
Dubhashi, D., Mei, A., Panconesi, A., Radhakrishnan, J., Srinivasan, A.: Fast distributed algorithms for (weakly) connected dominating sets and linear-size skeletons. Journal of Computer and System Sciences 71(4), 467–479 (2005)
Elkin, M.: A near-optimal distributed fully dynamic algorithm for maintaining sparse spanners. In: Proc. of the 26th ACM Symp. on Principles of Distributed Computing, pp. 185–194 (2007)
Elkin, M., Peleg, D.: The client-server 2-spanner problem with applications to network design. In: Proc. of the 8th International Colloquium on Structural Information and Communication Complexity, pp. 117–132 (2001)
Elkin, M., Peleg, D.: Approximating k-spanner problems for k ≥ 2. Theoretical Computer Science 337(1-3), 249–277 (2005)
Erdős, P., Frankl, P., Füredi, Z.: Families of finite sets in which no set is covered by the union of r others. Israel Journal of Mathematics 51, 79–89 (1985)
Feige, U., Kilian, J.: Zero Knowledge and the chromatic number. Journal of Computer and System Sciences 57, 187–199 (1998)
Gfeller, B., Vicari, E.: A randomized distributed algorithm for the maximal independent set problem in growth-bounded graphs. In: Proc. of the 26th ACM Symp. on Principles of Distributed Computing, pp. 53–60 (2007)
Goldberg, A., Plotkin, S., Shannon, G.: Parallel symmetry-breaking in sparse graphs. SIAM Journal on Discrete Mathematics 1(4), 434–446 (1988)
Hastad, J.: Clique is Hard to Approximate Within n 1 − ε. In: Proc. of the 37th Annual Symposium on Foundations of Computer Science, pp. 627–636 (1996)
Jia, L., Rajaraman, R., Suel, R.: An efficient distributed algorithm for constructing small dominating sets. In: Proc. of the 20th ACM Symp. on Principles of Distributed Computing, pp. 33–42 (2001)
Kim, J.H.: The Ramsey number R(3,t) has order of magnitude t 2/ logt. Random Structures and Algorithms 7, 173–207 (1995)
Kortsarz, G., Peleg, D.: Generating sparse 2-spanners. Journal of Algorithms 17(2), 222–236 (1994)
Kothapalli, K., Pemmaraju, S.: Super-fast 3-ruling sets. In: Proc. of the 32nd IARCS International Conference on Foundations of Software Technology and Theoretical Computer Science, pp. 136–147 (2012)
Kuhn, F.: Weak graph colorings: distributed algorithms and applications. In: Proc. of the 21st ACM Symposium on Parallel Algorithms and Architectures, pp. 138–144 (2009)
Kuhn, F., Moscibroda, T., Wattenhofer, R.: On the locality of bounded growth. In: Proc. of the 24th ACM Symp. on Principles of Distributed Computing, pp. 60–68 (2005)
Kuhn, F., Wattenhofer, R.: Constant-time distributed dominating set approximation. Distributed Computing 17(4), 303–310 (2005)
Kutten, S., Nanongkai, D., Pandurangan, G., Robinson, P.: Distributed symmetry breaking in hypergraphs. In: Proc. of the 28th International Symposium on Distributed Computing, pp. 469–483 (2014)
Lenzen, C., Oswald, Y., Wattenhofer, R.: What can be approximated locally? case study: dominating sets in planar graphs. In: Proc 20th ACM Symp. on Parallelism in Algorithms and Architectures, pp. 46–54 (2010). See also TIK report number 331, ETH Zurich, 2010
Lenzen, C., Wattenhofer, R.: Minimum dominating set approximation in graphs of bounded arboricity. In: Lynch, N.A., Shvartsman, A.A. (eds.) DISC 2010. LNCS, vol. 6343, pp. 510–524. Springer, Heidelberg (2010)
Linial, N.: Locality in distributed graph algorithms. SIAM Journal on Computing 21(1), 193–201 (1992)
Linial, N., Saks, M.: Low diameter graph decomposition. Combinatorica 13, 441–454 (1993)
Luby, M.: A simple parallel algorithm for the maximal independent set problem. SIAM Journal on Computing 15, 1036–1053 (1986)
Mitzenmacher, M., Upfal, E.: Probability and Computing: Randomized Algorithms and Probabilistic Analysis. Cambridge University Press (2005)
Nanongkai, D.: Distributed approximation algorithms for weighted shortest paths. In: Proc. of the 46th ACM Symp. on Theory of Computing, pp. 565–573 (2014)
Naor, M., Stockmeyer, L.: What can be computed locally? In: Proc. 25th ACM Symp. on Theory of Computing, pp. 184–193 (1993)
Panconesi, A., Rizzi, R.: Some simple distributed algorithms for sparse networks. Distributed Computing 14(2), 97–100 (2001)
Panconesi, A., Srinivasan, A.: On the complexity of distributed network decomposition. Journal of Algorithms 20(2), 581–592 (1995)
Saket, R., Sviridenko, M.: New and improved bounds for the minimum set cover problem. In: Gupta, A., Jansen, K., Rolim, J., Servedio, R. (eds.) APPROX/RANDOM 2012. LNCS, vol. 7408, pp. 288–300. Springer, Heidelberg (2012)
Schneider, J., Elkin, M., Wattenhofer, R.: Symmetry breaking depending on the chromatic number or the neighborhood growth. Theoretical Computer Science 509, 40–50 (2013)
Schneider, J., Wattenhofer, R.: A log-star distributed maximal independent set algorithm for growth bounded graphs. In: Proc. of the 27th ACM Symp. on Principles of Distributed Computing, pp. 35–44 (2008)
Zuckerman, D.: Linear Degree Extractors and the Inapproximability of Max Clique and Chromatic Number. Theory of Computing 3(1), 103–128 (2007)
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Barenboim, L., Elkin, M., Gavoille, C. (2015). A Fast Network-Decomposition Algorithm and Its Applications to Constant-Time Distributed Computation. In: Scheideler, C. (eds) Structural Information and Communication Complexity. SIROCCO 2015. Lecture Notes in Computer Science(), vol 9439. Springer, Cham. https://doi.org/10.1007/978-3-319-25258-2_15
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