Skip to main content
Log in

Exact computation of an error bound for the balanced linear complementarity problem with unique solution

  • Full Length Paper
  • Series A
  • Published:
Mathematical Programming Submit manuscript

Abstract

This paper considers the balanced form of the standard linear complementarity problem with unique solution and provides a more precise expression of an upper error bound discovered by Chen and Xiang and published in 2006. This expression has at least two advantages. It makes possible the exact computation of the error bound factor and it provides a satisfactory upper estimate of that factor in terms of the data bitlength when the data is formed of rational numbers. Along the way, we show that, when any rowwise convex combination of two square matrices is nonsingular, the \(\ell _\infty \) norm of the inverse of these rowwise convex combinations is maximized by an extreme diagonal matrix.

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.

Similar content being viewed by others

References

  1. Aganagić, M.: Newton’s method for linear complementarity problems. Math. Program. 28, 349–362 (1984)

    Article  MathSciNet  MATH  Google Scholar 

  2. Ben Gharbia, I., Gilbert, J.Ch.: An algorithmic characterization of P-matricity. SIAM J. Matrix Anal. Appl. 34(3), 904–916 (2013)

  3. Ben Gharbia, I., Gilbert, J.Ch.: An algorithmic characterization of P-matricity II: adjustments, refinements, and validation. SIAM J. Matrix Anal. Appl. 40(2), 800–813 (2019)

  4. Bonnans, J.F., Cominetti, R., Shapiro, A.: Second order optimality conditions based on parabolic second order tangent sets. SIAM J. Optim. 9(2), 466–492 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  5. Bonnans, J.F., Gilbert, J.Ch., Lemaréchal, C., Sagastizábal, C.: Numerical Optimization - Theoretical and Practical Aspects, 2nd edn. Universitext, Springer Verlag, Berlin (2006)

  6. Burke, J.V., Poliquin, R.A.: Optimality conditions for non-finite valued convex composite functions. Math. Program. 57(1), 103–120 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  7. Chen, T., Li, W., Wu, X., Vong, S.: Error bounds for linear complementarity problems of MB-matrices. Numer. Algorithms 70, 341–356 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  8. Chen, X., Xiang, S.: Computation of error bounds for P-matrix linear complementarity problems. Math. Program. 106, 513–525 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  9. Chen, X., Xiang, S.: Perturbation bounds of P-matrix linear complementarity problems. SIAM J. Optim. 18(4), 1250–1265 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  10. Cottle, R.W., Dantzig, G.B.: A generalization of the linear complementarity problem. J. Comb. Theory 8(1), 79–90 (1970)

    Article  MathSciNet  MATH  Google Scholar 

  11. Cottle, R.W., Pang, J.-S., Stone, R.E.: The Linear Complementarity Problem. Classics in Applied Mathematics 60. SIAM, Philadelphia, PA, USA (2009)

  12. Dai, P.-F.: Error bounds for linear complementarity problems of DB-matrices. Linear Algebra Appl. 434(3), 830–840 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  13. Dussault, J.-P., Gilbert, J.Ch.:. Exact computation of an error bound for a generalized linear complementarity problem with unique solution – The full report. Technical report (2022) (hal-03389023)

  14. Gilbert, J.Ch.: Fragments d’Optimisation Différentiable – Théorie et Algorithmes. Lecture Notes (in French) of courses given at ENSTA and at Paris-Saclay University, Saclay, France (2021) (hal-03347060)

  15. Golshtein, E.G., Tretyakov, N.V.: Modified Lagrangians and Monotone Maps in Optimization. Discrete Mathematics and Optimization. John Wiley & Sons, New York (1996)

    MATH  Google Scholar 

  16. Hiriart-Urruty, J.-B., Lemaréchal, C.: Convex Analysis and Minimization Algorithms (second edition). Grundlehren der mathematischen Wissenschaften, pp. 305–306. Springer (1996)

  17. Horn, R.A., Jonhson, C.: Matrix Analysis. Cambridge University Press, Cambridge, UK (1985)

    Book  Google Scholar 

  18. Horn, R.A., Jonhson, C.: Matrix Analysis, 2nd edn. Cambridge University Press, Cambridge, U.K. (2013)

    Google Scholar 

  19. Khachiyan, L.G.: A polynomial algorithm in linear programming. Sov. Math. Dokl. 20, 191–194 (1979)

    MATH  Google Scholar 

  20. Li, W., Zheng, H.: Some new error bounds for linear complementarity problems of H-matrices. Numer. Algorithms 67, 257–269 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  21. Luo, Z.-Q., Mangasarian, O.L., Ren, J., Solodov, M.V.: New error bounds for the linear complementarity problem. Math. Oper. Res. 19(4), 880–892 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  22. Luo, Z.-Q., Tseng, P.: Error bound and convergence analysis of matrix splitting algorithms for the affine variational inequality problem. SIAM J. Optim. 2(1), 43–54 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  23. Mangasarian, O.L., Ren, J.: New improved error bounds for the linear complementarity problem. Math. Program. 66(2), 241–255 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  24. Mathias, R., Pang, J.-S.: Error bounds for the linear complementarity problem with a P-matrix. Linear Algebra Appl. 132, 123–136 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  25. Nemirovski, A.: Introduction to linear optimization. ISYE 6661. Georgia Institute of Technology, H. Milton Stewart School of Industrial and Systems Engineering (2012)

  26. Pang, J.-S.: Inexact Newton methods for the nonlinear complementarity problem. Math. Program. 36, 54–71 (1986)

    Article  MathSciNet  MATH  Google Scholar 

  27. Pang, J.-S.: Newton’s method for B-differentiable equations. Math. Oper. Res. 15, 311–341 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  28. Pang, J.-S.: Error bounds in mathematical programming. Math. Program. 79, 299–332 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  29. Penot, J.-P.: Optimality conditions in mathematical programming and composite optimization. Math. Program. 67, 225–245 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  30. Robinson, S.M.: Some continuity properties of polyhedral multifunctions. Math. Program. Study 14, 206–214 (1981)

    Article  MathSciNet  MATH  Google Scholar 

  31. Rockafellar, R.T.: Convex Analysis. Princeton Mathematics Ser. 28. Princeton University Press, Princeton, New Jersey (1970)

  32. Samelson, H., Thrall, R.M., Wesler, O.: A partition theorem for the Euclidean \(n\)-space. Proc. Am. Math. Soc. 9, 805–807 (1958)

    MathSciNet  MATH  Google Scholar 

  33. Sznajder, R., Gowda, M.S.: The generalized order linear complementarity problem. SIAM J. Matrix Anal. Appl. 15(3), 779–795 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  34. Sznajder, R., Gowda, M.S.: Generalizations of \(P_0\)- and \(P\)-properties; extended vertical and horizontal linear complementarity problems. Linear Algebra Appl. 223/224, 695–715 (1995)

    Article  MATH  Google Scholar 

  35. Zhang, C., Chen, X., Xiu, N.: Global error bounds for the extended vertical LCP. Compu. Optim. Appl. 42(3), 335–352 (2009)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Acknowledgements

We would like to thank the referees for their helpful comments and suggestions.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jean Charles Gilbert.

Additional information

Publisher's Note

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

This research was partially supported by NSERC grant OGP0005491.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Dussault, JP., Gilbert, J.C. Exact computation of an error bound for the balanced linear complementarity problem with unique solution. Math. Program. 199, 1221–1238 (2023). https://doi.org/10.1007/s10107-022-01860-1

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10107-022-01860-1

Keywords

Mathematics Subject Classification

Navigation