Abstract
The Lovász and Lovász-Schrijver bounds are well known upper bounds for the clique number of a graph, based on the solution of semidefinite programming problems. Both bounds can be seen as obtained through a relaxation of a completely positive formulation of the maximum clique problem. In this paper we propose to improve these bounds by adding inequalities based on independent sets, which may be non-valid, in the sense that they may be violated by optimal solutions of the completely positive formulation. Some computational experiments have been performed over different classes of graphs and the results are promising.
References
Andrade, D.V., Resende, M.G.C., Werneck, R.F.: Fast local search for the maximum independent set problem. J. Heuristics 18, 525–547 (2012)
Bomze, I.M.: On standard quadratic optimization problems. J. Glob. Optim. 13, 369–387 (1998)
Bomze, I.M., Duer, M., de Klerk, E., Roos, C., Quist, A., Terlaky, T.: On copositive programming and standard quadratic optimization problems. J. Glob. Optim. 18, 301–320 (2000)
Bomze, I.M., Frommlet, F., Locatelli, M.: Copositivity cuts for improving SDP bounds on the clique number. Math. Program. 124, 13–32 (2010)
Bomze, I.M., Frommlet, F., Locatelli, M.: Gap, cosum, and product properties of the \(\theta ^{\prime }\) bound on the clique number. Optimization 59, 1041–1051 (2010)
Borchers, B.: CSDP, AC library for semidefinite programming. Optim. Methods Softw. 11, 613–623 (1999)
Burer, S., Dong, H.: Separation and relaxation for cones of quadratic forms. Math. Program. 137, 343–370 (2013)
Dong, H., Anstreicher, K.M.: Separating doubly nonnegative and completely positive matrices. Math. Program. 137, 131–153 (2013)
de Klerk, E., Pasechnik, D.V.: Approximation of the stability number of a graph via copositive programming. SIAM J. Optim. 12, 875–892 (2002)
Dukanović, I., Rendl, F.: Semidefinite programming relaxations for graph coloring and maximal clique problems. Math. Program. B 109, 345–365 (2007)
Giandomenico, M., Letchford, A.N., Rossi, F., Smriglio, S.: An application of the Lovász Schrijver \(M(K, K)\) operator to the stable set problem. Math. Program. 120, 381–401 (2009)
Giandomenico, M., Rossi, F., Smriglio, S.: Strong lift-and-project cutting planes for the stable set problem. Math. Program. 141, 165–192 (2013)
Grosso, A., Locatelli, M., Della Croce, F.: Combining swaps and node weights in an adaptive greedy approach for the maximum clique problem. J. Heuristics 10, 135–152 (2004)
Grosso, A., Locatelli, M., Pullan, W.: Simple ingredients leading to very efficient heuristics for the maximum clique problem. J. Heuristics 14, 587–612 (2008)
Hansen, P., Mladenović, N., Urošević, D.: Variable neighborhood search for the maximum clique. Discret. Appl. Math. 145, 117–125 (2004)
Hoffman, K.L., Padberg, M.W.: Solving air-crew scheduling problems by branch-and-cut. Manag. Sci. 39, 657–682 (1993)
Katayama, K., Hamamoto, A., Narihisa, H.: An effective local search for the maximum clique problem. Inf. Process. Lett. 95, 503–511 (2005)
Lasserre, J.B.: Global optimization with polynomials and the problem of moments. SIAM J. Optim. 11, 796–817 (2001)
Lasserre, J.B.: An explicit exact SDP relaxation for nonlinear 0–1 programming. In: Aardal, K., Gerards, A.H.M. (eds.) Lecture Notes in Computer Science, vol. 2081, pp. 293–303 (2001)
Loefberg, J.: YALMIP: a toolbox for modeling and optimization in MATLAB. In: Proceedings of the CACSD Conference, Taipei, Taiwan (2004)
Lovász, L.: On the Shannon capacity of a graph. IEEE Trans. Inf. Theory IT-25, 1–7 (1979)
Lovász, L., Schrijver, A.: Cones of matrices and set-functions and 0–1 optimization. SIAM J. Optim. 1, 166–190 (1991)
McEliece, R.J., Rodemich, E.R., Rumsey, H.C.: The Lovász’ bound and some generalizations. J. Comb. Inf. Syst. Sci. 3, 134–152 (1978)
Motzkin, T.S., Straus, E.G.: Maxima for graphs and a new proof of a theorem of Turán. Can. J. Math. 17, 533–540 (1965)
Peña, J., Vera, J., Zuluaga, L.: Computing the stability number of a graph via linear and semidefinite programming. SIAM J. Optim. 18, 87–105 (2007)
Pullan, W.J., Hoos, H.H.: Dynamic local search for the maximum clique problem. J. Artif. Intell. Res. 25, 159–185 (2006)
Schrijver, A.: A comparison of the Delsarte and Lovasz bounds. IEEE Trans. Inform. Theory 25, 425–429 (1979)
Sherali, H.D., Adams, W.P.: A hierarchy of relaxations between the continuous and convex hull representations for zero-one programming problems. SIAM J. Discret. Math. 3, 411–430 (1990)
Sherali, H.D., Tuncbilek, C.H.: A global optimization algorithm for polynomial programming problems using a reformulation-linearization technique. J. Glob. Optim. 2, 101–112 (1992)
Sponsel, J., Dür, M.: Factorization and cutting planes for completely positive matrices by copositive projection. Math. Program. 143, 211–228 (2014)
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Locatelli, M. Improving upper bounds for the clique number by non-valid inequalities. Math. Program. 150, 511–525 (2015). https://doi.org/10.1007/s10107-014-0771-3
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DOI: https://doi.org/10.1007/s10107-014-0771-3