Lower Bounds on $0$-Extension with Steiner Nodes (2401.09585v1)
Abstract: In the $0$-Extension problem, we are given an edge-weighted graph $G=(V,E,c)$, a set $T\subseteq V$ of its vertices called terminals, and a semi-metric $D$ over $T$, and the goal is to find an assignment $f$ of each non-terminal vertex to a terminal, minimizing the sum, over all edges $(u,v)\in E$, the product of the edge weight $c(u,v)$ and the distance $D(f(u),f(v))$ between the terminals that $u,v$ are mapped to. Current best approximation algorithms on $0$-Extension are based on rounding a linear programming relaxation called the \emph{semi-metric LP relaxation}. The integrality gap of this LP, with best upper bound $O(\log |T|/\log\log |T|)$ and best lower bound $\Omega((\log |T|){2/3})$, has been shown to be closely related to the best quality of cut and flow vertex sparsifiers. We study a variant of the $0$-Extension problem where Steiner vertices are allowed. Specifically, we focus on the integrality gap of the same semi-metric LP relaxation to this new problem. Following from previous work, this new integrality gap turns out to be closely related to the quality achievable by cut/flow vertex sparsifiers with Steiner nodes, a major open problem in graph compression. Our main result is that the new integrality gap stays superconstant $\Omega(\log\log |T|)$ even if we allow a super-linear $O(|T|\log{1-\varepsilon}|T|)$ number of Steiner nodes.
- Approximate classification via earthmover metrics. In Proceedings of the fifteenth annual ACM-SIAM symposium on Discrete algorithms, pages 1079–1087. Society for Industrial and Applied Mathematics, 2004.
- Towards (1+ε𝜀\varepsilonitalic_ε)-approximate flow sparsifiers. In Proceedings of the twenty-fifth annual ACM-SIAM symposium on Discrete algorithms, pages 279–293. SIAM, 2014.
- An improved integrality gap for the călinescu-karloff-rabani relaxation for multiway cut. In Integer Programming and Combinatorial Optimization: 19th International Conference, IPCO 2017, Waterloo, ON, Canada, June 26-28, 2017, Proceedings, pages 39–50. Springer, 2017.
- Improving the integrality gap for multiway cut. Mathematical Programming, 183(1-2):171–193, 2020.
- Simplex partitioning via exponential clocks and the multiway cut problem. In Proceedings of the forty-fifth annual ACM symposium on Theory of computing, pages 535–544, 2013.
- Simplex transformations and the multiway cut problem. In Proceedings of the twenty-eighth annual ACM-SIAM Symposium on Discrete Algorithms, pages 2400–2410. SIAM, 2017.
- Julia Chuzhoy. On vertex sparsifiers with steiner nodes. In Proceedings of the forty-fourth annual ACM symposium on Theory of computing, pages 673–688, 2012.
- A linear programming formulation and approximation algorithms for the metric labeling problem. SIAM Journal on Discrete Mathematics, 18(3):608–625, 2004.
- An improved approximation algorithm for multiway cut. In Proceedings of the thirtieth annual ACM symposium on Theory of computing, pages 48–52, 1998.
- Approximation algorithms for the 0-extension problem. SIAM Journal on Computing, 34(2):358–372, 2005.
- Vertex sparsifiers and abstract rounding algorithms. In Foundations of Computer Science (FOCS), 2010 51st Annual IEEE Symposium on, pages 265–274. IEEE, 2010.
- The hardness of metric labeling. SIAM Journal on Computing, 36(5):1376–1386, 2007.
- Yu Chen and Zihan Tan. Towards the characterization of terminal cut functions: a condition for laminar families. arXiv preprint arXiv:2310.11367, 2023.
- Yu Chen and Zihan Tan. On (1+ eps)-approximate flow sparsifiers. In Proceedings of the 2024 Annual ACM-SIAM Symposium on Discrete Algorithms (SODA), pages 1568–1605. SIAM, 2024.
- The complexity of multiterminal cuts. SIAM Journal on Computing, 23(4):864–894, 1994.
- An improved approximation algorithm for the 0-extension problem. In Proceedings of the fourteenth annual ACM-SIAM symposium on Discrete algorithms, pages 257–265. Society for Industrial and Applied Mathematics, 2003.
- A lower bound of 8/(7+1k−1)871𝑘18/(7+\frac{1}{k-1})8 / ( 7 + divide start_ARG 1 end_ARG start_ARG italic_k - 1 end_ARG ) on the integrality ratio of the călinescu–karloff–rabani relaxation for multiway cut. Information Processing Letters, 75(1-2):43–50, 2000.
- Alan Frieze. Hamilton cycles in the union of random permutations. Random Structures & Algorithms, 18(1):83–94, 2001.
- Characterizing multiterminal flow networks and computing flows in networks of small treewidth. Journal of Computer and System Sciences, 57(3):366–375, 1998.
- Alexander V Karzanov. Minimum 0-extensions of graph metrics. European Journal of Combinatorics, 19(1):71–101, 1998.
- On earthmover distance, metric labeling, and 0-extension. In Proceedings of the thirty-eighth annual ACM symposium on Theory of computing, pages 547–556, 2006.
- On earthmover distance, metric labeling, and 0-extension. SIAM Journal on Computing, 39(2):371–387, 2009.
- Exact flow sparsification requires unbounded size. In Proceedings of the 2023 Annual ACM-SIAM Symposium on Discrete Algorithms (SODA), pages 2354–2367. SIAM, 2023.
- William Kuszmaul and Qi Qi. The multiplicative version of azuma’s inequality, with an application to contention analysis. arXiv preprint arXiv:2102.05077, 2021.
- Approximation algorithms for classification problems with pairwise relationships: Metric labeling and markov random fields. Journal of the ACM (JACM), 49(5):616–639, 2002.
- Extensions and limits to vertex sparsification. In Proceedings of the forty-second ACM symposium on Theory of computing, pages 47–56. ACM, 2010.
- Metric extension operators, vertex sparsifiers and lipschitz extendability. In Foundations of Computer Science (FOCS), 2010 51st Annual IEEE Symposium on, pages 255–264. IEEE, 2010.
- Sdp gaps and ugc hardness for multiway cut, 0-extension, and metric labeling. In Proceedings of the fortieth annual ACM symposium on Theory of computing, pages 11–20. ACM, 2008.
- Ankur Moitra. Approximation algorithms for multicommodity-type problems with guarantees independent of the graph size. In Foundations of Computer Science, 2009. FOCS’09. 50th Annual IEEE Symposium on, pages 3–12. IEEE, 2009.
- Doron Puder. Expansion of random graphs: New proofs, new results. Inventiones mathematicae, 201(3):845–908, 2015.
- The metric relaxation for 0-extension admits an ω(log2/3k)𝜔superscript23𝑘\omega(\log^{2/3}k)italic_ω ( roman_log start_POSTSUPERSCRIPT 2 / 3 end_POSTSUPERSCRIPT italic_k ) gap. In Proceedings of the 53rd Annual ACM SIGACT Symposium on Theory of Computing, pages 1601–1614, 2021.