Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
125 tokens/sec
GPT-4o
53 tokens/sec
Gemini 2.5 Pro Pro
42 tokens/sec
o3 Pro
4 tokens/sec
GPT-4.1 Pro
47 tokens/sec
DeepSeek R1 via Azure Pro
28 tokens/sec
2000 character limit reached

Ghost Value Augmentation for $k$-Edge-Connectivity (2311.09941v4)

Published 16 Nov 2023 in cs.DS and math.CO

Abstract: We give a poly-time algorithm for the $k$-edge-connected spanning subgraph ($k$-ECSS) problem that returns a solution of cost no greater than the cheapest $(k+10)$-ECSS on the same graph. Our approach enhances the iterative relaxation framework with a new ingredient, which we call ghost values, that allows for high sparsity in intermediate problems. Our guarantees improve upon the best-known approximation factor of $2$ for $k$-ECSS whenever the optimal value of $(k+10)$-ECSS is close to that of $k$-ECSS. This is a property that holds for the closely related problem $k$-edge-connected spanning multi-subgraph ($k$-ECSM), which is identical to $k$-ECSS except edges can be selected multiple times at the same cost. As a consequence, we obtain a $\left(1+O\left(\frac{1}{k}\right)\right)$-approximation algorithm for $k$-ECSM, which resolves a conjecture of Pritchard and improves upon a recent $\left(1+O\left(\frac{1}{\sqrt{k}}\right)\right)$-approximation algorithm of Karlin, Klein, Oveis Gharan, and Zhang. Moreover, we present a matching lower bound for $k$-ECSM, showing that our approximation ratio is tight up to the constant factor in $O\left(\frac{1}{k}\right)$, unless $P=NP$.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (59)
  1. David Adjiashvili “Beating approximation factor two for weighted tree augmentation with bounded costs” In ACM Transactions on Algorithms (TALG) 15.2 ACM New York, NY, USA, 2018, pp. 1–26
  2. “A 2222-Approximation Algorithm for Finding an Optimum 3333-Vertex-Connected Spanning Subgraph” In Journal of Algorithms 32, 1999, pp. 21–30
  3. H. Angelidakis, D. Hyatt-Denesik and L.j Sanitá “Node Connectivity Augmentation via Iterative Randomized Rounding” In Mathematical Programming, Series A 199, 2023, pp. 995–1031
  4. Sylvia Boyd, Yao Fu and Yu Sun “A 5/4-approximation for subcubic 2EC using circulations and obliged edges” In Discrete Applied Mathematics 209, 2016, pp. 48–58
  5. “Minimum weight 2-edge-connected spanning subgraphs in planar graphs” In International Colloquium on Automata, Languages and Programming (ICALP), 2007, pp. 90–101 Springer
  6. “A 4/3-Approximation Algorithm for the Minimum 2-Edge Connected Multisubgraph Problem in the Half-Integral Case” In International Workshop on Approximation Algorithms for Combinatorial Optimization Problems (APPROX) 176, 2020, pp. 61:1–61:12
  7. “Approximating (unweighted) tree augmentation via lift-and-project, part I: stemless TAP” In Algorithmica 80 Springer, 2018, pp. 530–559
  8. “Multi-processor scheduling to minimize flow time with ε𝜀\varepsilonitalic_ε resource augmentation” In Annual ACM Symposium on Theory of Computing (STOC), 2004, pp. 363–372
  9. “Approximation schemes for minimum 2-edge-connected and biconnected subgraphs in planar graphs.” In Annual ACM-SIAM Symposium on Discrete Algorithms (SODA) 4, 2004, pp. 496–505
  10. “Approximating k-edge-connected spanning subgraphs via a near-linear time LP solver” In arXiv preprint arXiv:2205.14978, 2022
  11. “On Approximability of the Minimum-Cost k-Connected Spanning Subgraph Problem.” In Annual ACM-SIAM Symposium on Discrete Algorithms (SODA) 99, 1999, pp. 281–290
  12. “A New Bound for the 2-Edge Connected Subgraph Problem” In Conference on Integer Programming and Combinatorial Optimization (IPCO), 1998, pp. 112–125
  13. “What would Edmonds do? Augmenting paths and witnesses for degree-bounded MSTs” In Algorithmica 55.1 Springer, 2009, pp. 157–189
  14. “Approximating minimum- size k-connected spanning subgraphs via matching” In SIAM Journal on Computing 30, 2000, pp. 528–560
  15. Federica Cecchetto, Vera Traub and Rico Zenklusen “Bridging the Gap between Tree and Connectivity Augmentation: Unified and Stronger Approaches” In Annual ACM Symposium on Theory of Computing (STOC), 2021, pp. 370–383
  16. “Approximating Minimum-Cost k𝑘kitalic_k-Node Connected Subgraphs via Independence-Free Graphs” In SIAM Journal on Computing 43.4, 2014, pp. 1342–1362
  17. Michal Dory “Distributed approximation of minimum k-edge-connected spanning subgraphs” In ACM Symposium on Principles of Distributed Computing (PODC), 2018, pp. 149–158
  18. “A quick proof for the cactus representation of mincuts” www.cs.elte.hu/egres, 2009
  19. “Approximating weighted tree augmentation via Chvátal-Gomory cuts” In Annual ACM-SIAM Symposium on Discrete Algorithms (SODA), 2018, pp. 817–831
  20. G.N. Fredrickson and Joseph F. JáJá “Approximation Algorithms for Several Graph Augmentation Problems” In SIAM Journal on Computing 10.2, 1981, pp. 270–283
  21. G.N. Fredrickson and Joseph F. JáJá “On the relationship between the biconnectivity augmentation and traveling salesman problem” In Theoretical Computer Science 19, 1982, pp. 189–201
  22. H. Gabow “An improved analysis for approximating the smallest k-edge connected spanning subgraph of a multi-graph” In SIAM Journal on Discrete Math 19, 2005, pp. 1–18
  23. Michel X. Goemans and Dimitris Bertsimas “Survivable networks, linear programming relaxations and the parsimonious property” In Mathematical Programming 60, 1993, pp. 145–166
  24. “Iterated rounding algorithms for the smallest k-edge connected spanning subgraph” In SIAM Journal on Computing 41, 2008, pp. 61–103
  25. “Approximating the smallest k-edge connected spanning subgraph by LP-rounding” In Networks 53.4, 2009, pp. 345–357
  26. Harold N Gabow, Michel X Goemans and David P Williamson “An efficient approximation algorithm for the survivable network design problem” In Mathematical Programming 82.1-2 Springer, 1998, pp. 13–40
  27. F. Grandoni, A. Jabal Ameli and V. Traub “Breaching the 2222-Approximation Barrier for the Forest Augmentation Problem” In Proceedings of the 54th Annual ACM SIGACT Symposium on Theory of Computing (STOC), 2022, pp. 1598–1611
  28. F. Grandoni, C. Kalaitzis and R. Zenklusen “Improved approximation for tree augmentation: Saving by rewiring” In Annual ACM Symposium on Theory of Computing (STOC), 2018, pp. 632–645
  29. M. Grötschel, L. Lovász and A. Schrijver “The ellipsoid method and its consequences in combinatorial optimization” In Combinatorica 1.2, 1981, pp. 169–197
  30. Michel X. Goemans “Minimum Bounded Degree Spanning Trees” In Symposium on Foundations of Computer Science (FOCS), 2006, pp. 273–282
  31. D. Hyatt-Denesik, A. Jabal Ameli and Sanità L. “Finding Almost Tight Witness Trees” In International Colloquium on Automata, Languages and Programming (ICALP), 2023, pp. 79:1–79:16
  32. “Coloring Down: 3/2323/23 / 2-approximation for special cases of the weighted tree augmentation problem” In arXiv preprint arXiv:1707.05240, 2017
  33. Kamal Jain “A Factor 2 Approximation Algorithm for the Generalized Steiner Network Problem” In Combinatorica 21, 2001, pp. 39–60
  34. Patrick Jaillet and Michael R Wagner “Generalized online routing: New competitive ratios, resource augmentation, and asymptotic analyses” In Operations Research 56.3 INFORMS, 2008, pp. 745–757
  35. D. Karger “Random sampling in cut, flow, and network design problems” In Math OR 24, 1999, pp. 383–413
  36. Guy Kortsarz, Robert Krauthgamer and James R Lee “Hardness of approximation for vertex-connectivity network design problems” In SIAM Journal on Computing 33.3 SIAM, 2004, pp. 704–720
  37. Anna R. Karlin, Nathan Klein and Shayan Oveis Gharan “A (Slightly) Improved Approximation Algorithm for Metric TSP” In Annual ACM Symposium on Theory of Computing (STOC) ACM, 2021
  38. Anna Karlin, Nathan Klein and Shayan Oveis Gharan “A (Slightly) Improved Bound on the Integrality Gap of the Subtour LP for TSP” In Symposium on Foundations of Computer Science (FOCS), 2022, pp. 844–855
  39. “An improved approximation algorithm for the minimum k-edge connected multi-subgraph problem” In Annual ACM Symposium on Theory of Computing (STOC), 2022, pp. 1612–1620
  40. “A matter of degree: Improved approximation algorithms for degree-bounded minimum spanning trees” In Annual ACM Symposium on Theory of Computing (STOC), 2000, pp. 537–546
  41. “Primal-dual meets local search: approximating MST’s with nonuniform degree bounds” In Annual ACM Symposium on Theory of Computing (STOC), 2003, pp. 389–395
  42. “Improved approximation algorithms for uniform connectivity problems” In Journal of Algorithms 21, 1996, pp. 434–450
  43. “Biconnectivity approximations and graph carvings” In Journal of the ACM (JACM) 41.2 ACM New York, NY, USA, 1994, pp. 214–235
  44. Bundit Laekhanukit, Shayan Oveis Gharan and Mohit Singh “A Rounding by Sampling Approach to the Minimum Size k-Arc Connected Subgraph Problem” In International Colloquium on Automata, Languages and Programming (ICALP), 2012, pp. 606–616
  45. Lap-Chi Lau, R. Ravi and Mohit Singh “Iterative Methods in Combinatorial Optimization” New York, NY, USA: Cambridge University Press, 2011
  46. C.St.J.A. Nash-Williams “Edge disjoint spanning trees of finite graphs” In Journal of the London Mathematical Society 36, 1961, pp. 445–45
  47. Z. Nutov “Approximating Minimum-Cost Edge-Covers of Crossing Biset-Families” In Combinatorica 43.1, 2014, pp. 95–113
  48. Z. Nutov “On the tree augmentation problem” In Annual European Symposium on Algorithms (ESA), 2017, pp. 61:1–61:14
  49. Z. Nutov “A 4+ϵ4italic-ϵ4+\epsilon4 + italic_ϵ approximation for k𝑘kitalic_k-connected subgraphs” In Journal of Computer and System Sciences 123, 2022, pp. 64–75
  50. David Pritchard “k-Edge-Connectivity: Approximation and LP Relaxation” In Approximation and Online Algorithms, 2011
  51. “Optimal time-critical scheduling via resource augmentation” In Annual ACM Symposium on Theory of Computing (STOC), 1997, pp. 140–149
  52. Tim Roughgarden “Resource Augmentation.”, 2020
  53. “Delegate and conquer: An LP-based approximation algorithm for minimum degree MSTs” In International Colloquium on Automata, Languages and Programming (ICALP), 2006, pp. 169–180 Springer
  54. Mohit Singh and Lap Chi Lau “Approximating minimum bounded degree spanning trees to within one of optimal” In Journal of the ACM (JACM) 62.1, 2015
  55. Daniel D. Sleator and Robert E. Tarjan “Amortized Efficiency of List Update and Paging Rules” In Communications of the ACM 28.2 Association for Computing Machinery, 1985, pp. 202–208
  56. “Shorter tours by nicer ears: 7/5-Approximation for the graph-TSP, 3/2 for the path version, and 4/3 for two-edge-connected subgraphs” In Combinatorica 34.5, 2014, pp. 597–629
  57. “A Better-Than-2 Approximation for Weighted Tree Augmentation” In FOCS, 2021
  58. “Local search for weighted tree augmentation and Steiner tree” In Proceedings of the 2022 Annual ACM-SIAM Symposium on Discrete Algorithms (SODA), 2022, pp. 3253–3272 SIAM
  59. “A (1.5+ε)1.5𝜀(1.5+\varepsilon)( 1.5 + italic_ε )-Approximation Algorithm for Weighted Connectivity Augmentation” In Annual ACM Symposium on Theory of Computing (STOC), 2023
Citations (2)

Summary

We haven't generated a summary for this paper yet.