Skip to main content
Log in

Parameterized Inapproximability of Independent Set in H-Free Graphs

  • Published:
Algorithmica Aims and scope Submit manuscript

Abstract

We study the Independent Set problem in H-free graphs, i.e., graphs excluding some fixed graph H as an induced subgraph. We prove several inapproximability results both for polynomial-time and parameterized algorithms. Halldórsson [SODA 1995] showed that for every \(\delta >0\) the Independent Set problem has a polynomial-time \((\frac{d-1}{2}+\delta )\)-approximation algorithm in \(K_{1,d}\)-free graphs. We extend this result by showing that \(K_{a,b}\)-free graphs admit a polynomial-time\({\mathcal {O}}(\alpha (G)^{1-1/a})\)-approximation, where \(\alpha (G)\) is the size of a maximum independent set in G. Furthermore, we complement the result of Halldórsson by showing that for some \(\gamma =\Theta (d/\log d),\) there is no polynomial-time \(\gamma \)-approximation algorithm for these graphs, unless NP  = ZPP. Bonnet et al. [Algorithmica 2020] showed that Independent Set parameterized by the size k of the independent set is W[1]-hard on graphs which do not contain (1) a cycle of constant length at least 4, (2) the star \(K_{1,4}\), and (3) any tree with two vertices of degree at least 3 at constant distance. We strengthen this result by proving three inapproximability results under different complexity assumptions for almost the same class of graphs (we weaken conditions (1) and (2) that G does not contain a cycle of constant length at least 5 or \(K_{1,5}\)). First, under the ETH, there is no \(f(k) \cdot n^{o(k/\log k)}\) algorithm for any computable function f. Then, under the deterministic Gap-ETH, there is a constant \(\delta >0\) such that no \(\delta \)-approximation can be computed in \(f(k) \cdot n^{O(1)}\) time. Also, under the stronger randomized Gap-ETH there is no such approximation algorithm with runtime \(f(k) \cdot n^{o(\sqrt{k})}\). Finally, we consider the parameterization by the excluded graph H, and show that under the ETH, Independent Set has no \(n^{o(\alpha (H))}\) algorithm in H-free graphs. Also, we prove that there is no \(d/k^{o(1)}\)-approximation algorithm for \(K_{1,d}\)-free graphs with runtime \(f(d,k) \cdot n^{{\mathcal {O}}(1)}\), under the deterministic Gap-ETH.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

Notes

  1. While this is stated under the randomized Gap-ETH in [9], a derandomization exists; see [9, Section 4.2.1].

  2. In the conference version of this paper [19] we mistakenly claimed our reduction excludes an algorithm with running time \(f(k) \cdot n^{o(k)}\).

  3. The result is implicit from [38, Theorem 2.1]: by setting \(t=2\) and using a straight-forward reduction from Label Cover to MCSI, where each of the \(\ell \) vertices of U is expanded into a colour class and an edge exists if the respective projected labels are the same for the unique (as \(t=2\)) shared neighbor in V.

  4. The possibilities for \(\{B_1,B_2\}\) are: \(\{C_{ij} D^1_{ij}\}\) or \(\{D^p_{ij}, D^{p+1}_{ij}\}\) for \(p < s\).

References

  1. Alekseev, V.: Polynomial algorithm for finding the largest independent sets in graphs without forks. Discret. Appl. Math. 135(1), 3–16 (2004). (Russian Translations II)

    Article  MathSciNet  Google Scholar 

  2. Alekseev, V.E.: The effect of local constraints on the complexity of determination of the graph independence number. Combinatorial-algebraic methods in applied mathematics, pp. 3–13 (1982)

  3. Austrin, P., Khot, S., Safra, M.: Inapproximability of vertex cover and independent set in bounded degree graphs. Theory Comput. 7(1), 27–43 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  4. Bansal, N., Gupta, A., Guruganesh, G.: On the Lovász theta function for independent sets in sparse graphs. SIAM J. Comput. 47(3), 1039–1055 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  5. Bonnet, É.: private communication

  6. Bonnet, É., Bousquet, N., Charbit, P., Thomassé, S., Watrigant, R.: Parameterized complexity of independent set in h-free graphs. Algorithmica 82(8), 2360–2394 (2020)

    Article  MathSciNet  MATH  Google Scholar 

  7. Bonnet, É., Bousquet, N., Thomassé, S., Watrigant, R.: When maximum stable set can be solved in FPT time. In: 30th International Symposium on Algorithms and Computation, ISAAC 2019, December 8–11, 2019, Shanghai University of Finance and Economics, Shanghai, China, pp. 49:1–49:22 (2019)

  8. Bonnet, É., Thomassé, S., Tran, X. T., Watrigant, R.: An algorithmic weakening of the erdős-hajnal conjecture. In: Grandoni, F., Herman, G., Sanders, P. (eds.) 28th Annual European Symposium on Algorithms, ESA 2020, September 7-9, 2020, Pisa, Italy (Virtual Conference), volume 173 of LIPIcs, pp. 23:1–23:18. Schloss Dagstuhl-Leibniz-Zentrum für Informatik (2020)

  9. Chalermsook, P., Cygan, M., Kortsarz, G., Laekhanukit, B., Manurangsi, P., Nanongkai, D., Trevisan, L.: From gap-exponential time hypothesis to fixed parameter tractable inapproximability: clique, dominating set, and more. SIAM J. Comput. 49(4), 772–810 (2020)

    Article  MathSciNet  MATH  Google Scholar 

  10. Chan, S.O.: Approximation resistance from pairwise-independent subgroups. J. ACM 63(3), 1–32 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  11. Chitnis, R., Feldmann, A.E., Manurangsi, P.: Parameterized approximation algorithms for bidirected Steiner Network problems (2017)

  12. Choudum, S.: A simple proof of the Erdős–Gallai theorem on graph sequences. Bull. Aust. Math. Soc. 33(1), 67–70 (1986)

    Article  MathSciNet  Google Scholar 

  13. Chudnovsky, M., Pilipczuk, M., Pilipczuk, M., Thomassé, S.: Quasi-polynomial time approximation schemes for the maximum weight independent set problem in H-free graphs. In: Proceedings of the 2020 ACM-SIAM Symposium on Discrete Algorithms, SODA 2020, Salt Lake City, UT, USA, January 5-8, 2020, pp. 2260–2278 (2020)

  14. Corneil, D., Lerchs, H., Burlingham, L.: Complement reducible graphs. Discret. Appl. Math. 3(3), 163–174 (1981)

    Article  MathSciNet  MATH  Google Scholar 

  15. Cygan, M., Fomin, F.V., Kowalik, L., Lokshtanov, D., Marx, D., Pilipczuk, M., Pilipczuk, M., Saurabh, S.: Parameterized Algorithms. Springer, Berlin (2015)

    Book  MATH  Google Scholar 

  16. Dabrowski, K., Lozin, V.V., Müller, H., Rautenbach, D.: Parameterized algorithms for the independent set problem in some hereditary graph classes. In: Combinatorial Algorithms—21st International Workshop, IWOCA 2010, London, UK, July 26-28, 2010, Revised Selected Papers, pp. 1–9 (2010)

  17. Dinur, I., Manurangsi, P.: ETH-hardness of approximating 2-CSPs and Directed Steiner Network. In: 9th Innovations in Theoretical Computer Science Conference, ITCS 2018, January 11-14, 2018, Cambridge, MA, USA, pp. 36:1–36:20 (2018)

  18. Dinur, I., Manurangsi, P.: ETH-hardness of approximating 2-CSPs and Directed Steiner Network. CoRR, arXiv:1805.03867 (2018)

  19. Dvořák, P., Feldmann, A. E., Rai, A., Rzążewski, P.: Parameterized inapproximability of independent set in h-free graphs. In: Adler, I., Müller, H. (eds.) Graph-Theoretic Concepts in Computer Science—46th International Workshop, WG 2020, Leeds, UK, June 24-26, 2020, Revised Selected Papers, volume 12301 of Lecture Notes in Computer Science, pp. 40–53. Springer (2020)

  20. Erdős, P., Szekeres, G.: A Combinatorial Problem in Geometry, pp. 49–56. Birkhäuser Boston, Boston (1987)

    Google Scholar 

  21. Feige, U.: Approximating maximum clique by removing subgraphs. SIAM J. Discrete Math. 18(2), 219–225 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  22. Feige, U., Goldwasser, S., Lovász, L., Safra, S., Szegedy, M.: Interactive proofs and the hardness of approximating cliques. J. ACM 43(2), 268–292 (1996)

    Article  MathSciNet  MATH  Google Scholar 

  23. Feldmann, A.E., Lee, E., Manurangsi, P.: A survey on approximation in parameterized complexity: hardness and algorithms. Algorithms 13(6), 146 (2020)

    Article  MathSciNet  Google Scholar 

  24. Garey, M., Johnson, D., Stockmeyer, L.: Some simplified NP-complete graph problems. Theoret. Comput. Sci. 1(3), 237–267 (1976)

    Article  MathSciNet  MATH  Google Scholar 

  25. Gartland, P., Lokshtanov, D.: Independent set on \(P_k\)-free graphs in quasi-polynomial time. In: IEEE 61st Annual Symposium on Foundations of Computer Science (FOCS), pp. 613–624 (2020)

  26. Geller, D., Stahl, S.: The chromatic number and other functions of the lexicographic product. J. Comb. Theory Ser. B 19(1), 87–95 (1975)

    Article  MathSciNet  MATH  Google Scholar 

  27. Grzesik, A., Klimošová, T., Pilipczuk, M., Pilipczuk, M.: Polynomial-time algorithm for maximum weight independent set on \(P_{6}\)-free graphs. ACM Trans. Algorithms 18(1), 4:1-4:57 (2022)

    Article  MATH  Google Scholar 

  28. Halldórsson, M.M.: Approximating discrete collections via local improvements. In: Proceedings of the Sixth Annual ACM-SIAM Symposium on Discrete Algorithms, 22-24 January 1995. San Francisco, California, USA, pp. 160–169 (1995)

  29. Håstad, J.: Clique is hard to approximate within \(n^{{(1-\epsilon )}}\). In: Acta Mathematica, pp. 627–636 (1996)

  30. Karp, R.M.: Reducibility among combinatorial problems. In: Complexity of Computer Computations, pp. 85–103. Springer US (1972)

  31. Khot, S., Ponnuswami, A.K.: Better inapproximability results for Max Clique, Chromatic Number and Min-3Lin-Deletion. In: Bugliesi, M., Preneel, B., Sassone, V., Wegener, I. (eds.) Automata, Languages and Programming, pp. 226–237. Springer Berlin Heidelberg, Berlin (2006)

    Chapter  MATH  Google Scholar 

  32. Laekhanukit, B.: Parameters of two-prover-one-round game and the hardness of connectivity problems. In: Proceedings of the twenty-fifth annual ACM-SIAM symposium on Discrete algorithms (SODA), pp. 1626–1643. SIAM (2014)

  33. Lin, B., Ren, X., Sun, Y., Wang, X.: On lower bounds of approximating parameterized k-Clique. In: 49th International Colloquium on Automata, Languages, and Programming (ICALP 2022), vol. 229, pp. 90:1–90:18 (2022)

  34. Lokshantov, D., Vatshelle, M., Villanger, Y.: Independent set in \({P}_{5}\)-free graphs in polynomial time. In: Proceedings of the Twenty-Fifth Annual ACM-SIAM Symposium on Discrete Algorithms, SODA 2014, Portland, Oregon, USA, January 5-7, 2014, pp. 570–581 (2014)

  35. Lokshtanov, D., Ramanujan, M.S., Saurabh, S., Zehavi, M.: Parameterized complexity and approximability of directed odd cycle transversal. In: Proceedings of the Thirty-First Annual ACM-SIAM Symposium on Discrete Algorithms, SODA’20, pp. 2181-2200, USA. Society for Industrial and Applied Mathematics (2020)

  36. Lozin, V.V., Milanič, M.: A polynomial algorithm to find an independent set of maximum weight in a fork-free graph. J. Discrete Algorithms 6(4), 595–604 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  37. Majewski, K., Masařík, T., Novotná, J., Okrasa, K., Pilipczuk, M., Rzążewski, P., Sokołowski, M.: Max weight independent set in graphs with no long claws: An analog of the gyárfás’ path argument. In: Bojanczyk, M., Merelli, E., Woodruff, D.P. (eds.) 49th International Colloquium on Automata, Languages, and Programming, ICALP 2022, July 4-8, 2022, Paris, France, volume 229 of LIPIcs, pp. 93:1–93:19. Schloss Dagstuhl-Leibniz-Zentrum für Informatik (2022)

  38. Manurangsi, P.: Tight running time lower bounds for strong inapproximability of maximum k-coverage, unique set cover and related problems (via t-wise agreement testing theorem). In: Proceedings of the 2020 ACM-SIAM Symposium on Discrete Algorithms, SODA 2020, Salt Lake City, UT, USA, January 5-8, 2020, pp. 62–81 (2020)

  39. Manurangsi, P., Rubinstein, A., Schramm, T.: The Strongish planted clique hypothesis and its consequences. In: 12th Innovations in Theoretical Computer Science Conference (ITCS 2021), volume 185 of Leibniz International Proceedings in Informatics (LIPIcs), pp. 10:1–10:21 (2021)

  40. Marx, D.: Can you beat treewidth? Theory Comput. 6(1), 85–112 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  41. Marx, D., Pilipczuk, M.: Optimal parameterized algorithms for planar facility location problems using voronoi diagrams. ACM Trans. Algorithms 18(2), 1:31-13:64 (2022)

    Article  MathSciNet  MATH  Google Scholar 

  42. Minty, G.J.: On maximal independent sets of vertices in claw-free graphs. J. Comb. Theory Ser. B 28(3), 284–304 (1980)

    Article  MathSciNet  MATH  Google Scholar 

  43. Pilipczuk, M., Pilipczuk, M., Rzążewski, P.: Quasi-polynomial-time algorithm for independent set in \(P_t\)-free graphs via shrinking the space of induced paths. In: Le, H.V., King, V. (eds.) 4th Symposium on Simplicity in Algorithms, SOSA 2021, Virtual Conference, January 11-12, 2021, pp. 204–209. SIAM (2021)

  44. Poljak, S.: A note on stable sets and colorings of graphs. Comment. Math. Univ. Carol. 15, 307–309 (1974)

    MathSciNet  MATH  Google Scholar 

  45. Sbihi, N.: Algorithme de recherche d’un stable de cardinalite maximum dans un graphe sans etoile. Discret. Math. 29(1), 53–76 (1980)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Acknowledgements

We would like to thank to the anonymous reviewer, who suggested using gap amplification to obtain Theorem 6. We are also grateful to the other reviewer for pointing out the mistake in Theorem 5 in the conference version of our paper [19].

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Pavel Dvořák.

Ethics declarations

Conflict of interest

Pavel Dvořák is now a visiting fellow at School of Technology and Computer Science, Tata Institute of Fundamental Research where Praladh Harsha, member of the editorial board, is a faculty. Other coauthors have no conflict of interest.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

An extended abstract of this paper was presented at WG 2020 [19].

P. Dvořák and A. E. Feldmann: Supported by Czech Science Foundation GAČR (Grant #19-27871X).

A. Rai: Supported by Center for Foundations of Modern Computer Science (Charles Univ. Project UNCE/SCI/004).

P. Rzążewski: Supported by Polish National Science Centre Grant No. 2018/31/D/ST6/00062.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Dvořák, P., Feldmann, A.E., Rai, A. et al. Parameterized Inapproximability of Independent Set in H-Free Graphs. Algorithmica 85, 902–928 (2023). https://doi.org/10.1007/s00453-022-01052-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00453-022-01052-5

Keywords

Navigation