Abstract
We present a shifted skew-symmetric iteration method for solving the nonsymmetric positive definite or positive semidefinite linear complementarity problems. This method is based on the symmetric and skew-symmetric splitting of the system matrix, which has been adopted to establish efficient splitting iteration methods for solving the nonsymmetric systems of linear equations. Global convergence of the method is proved, and the corresponding inexact splitting iteration scheme is established and analyzed in detail. Numerical results show that the new methods are feasible and effective for solving large sparse and nonsymmetric linear complementarity problems.
Similar content being viewed by others
References
Ahn, B.H.: Solution of nonsymmetric linear complementarity problems by iterative methods. J. Optim. Theory Appl. 33, 175–185 (1981)
Axelsson, O., Bai, Z.-Z., Qiu, S.-X.: A class of nested iteration schemes for linear systems with a coefficient matrix with a dominant positive definite symmetric part. Numer. Algorithms 35, 351–372 (2004)
Bai, Z.-Z.: The convergence of parallel iteration algorithms for linear complementarity problems. Comput. Math. Appl. 32, 1–17 (1996)
Bai, Z.-Z.: On the convergence of the multisplitting methods for the linear complementarity problem. SIAM J. Matrix Anal. Appl. 21, 67–78 (1999)
Bai, Z.-Z.: Parallel chaotic multisplitting iterative methods for the large sparse linear complementarity problem. J. Comput. Math. 19, 281–292 (2001)
Bai, Z.-Z., Chi, X.-B.: Asymptotically optimal successive overrelaxation methods for systems of linear equations. J. Comput. Math. 21, 603–612 (2003)
Bai, Z.-Z., Dong, J.-L.: A modified damped Newton method for linear complementarity problems. Numer. Algorithms 42, 207–228 (2006)
Bai, Z.-Z., Evans, D.J.: Matrix multisplitting relaxation methods for linear complementarity problems. Int. J. Comput. Math. 63, 309–326 (1997)
Bai, Z.-Z., Evans, D.J.: Chaotic iterative methods for the linear complementarity problems. J. Comput. Appl. Math. 96, 127–138 (1998)
Bai, Z.-Z., Evans, D.J.: Matrix multisplitting methods with applications to linear complementarity problems: parallel synchronous and chaotic methods. Réseaux et systèmes répartis: Calculateurs Parallelès 13, 125–154 (2001)
Bai, Z.-Z., Evans, D.J.: Matrix multisplitting methods with applications to linear complementarity problems: parallel asynchronous methods. Int. J. Comput. Math. 79, 205–232 (2002)
Bai, Z.-Z., Golub, G.H., Ng, M.K.: Hermitian and skew-Hermitian splitting methods for non-Hermitian positive definite linear systems. SIAM J. Matrix Anal. Appl. 24, 603–626 (2003)
Bai, Z.-Z., Golub, G.H., Pan, J.-Y.: Preconditioned Hermitian and skew-Hermitian splitting methods for non-Hermitian positive semidefinite linear systems. Numer. Math. 98, 1–32 (2004)
Bai, Z.-Z., Qiu, S.-X.: Splitting minimal residual methods for linear systems whose coefficient matrices have a dominant indefinite symmetric part. Math. Numer. Sinica 24, 113–128 (2002, in Chinese)
Berman, A., Plemmons, R.J.: Nonnegative Matrices in the Mathematical Sciences. Academic, New York (1979)
Concus, P., Golub, G.H.: A generalized conjugate gradient method for non-symmetric systems of linear equations. In: Glowinski, R., Lions, J.R. (eds.) Computing Methods in Applied Sciences and Engineering. Lecture Notes in Econom. and Math. Systems, vol. 134, pp. 56–65. Springer, Berlin (1976) (Also available online from http://www.sccm.stanford.edu/)
Cottle, R.W., Pang, J.-S., Stone, R.E.: The Linear Complementarity Problem. Academic, San Diego (1992)
Cryer, C.W.: The solution of a quadratic programming using systematic overrelaxation. SIAM J. Control 9, 385–392 (1971)
Dirkse, S.P., Ferris, M.C.: The PATH solver: a non-monotone stabilization scheme for mixed complementarity problems. Optim. Methods Softw. 5, 123–156 (1995)
Jiang, M.-Q., Dong, J.-L.: On convergence of two-stage splitting methods for linear complementarity problems. J. Comput. Appl. Math. 181, 58–69 (2005)
Kinderlehrer, D., Stampacchia, G.: An Introduction to Variational Inequalities and Their Applications. Academic, New Nork (1980)
Mangasarian, O.L.: Solutions of symmetric linear complementarity problems by iterative methods. J. Optim. Theory Appl. 22, 465–485 (1977)
Murty, K.G.: Linear Complementarity, Linear and Nonlinear Programming. Heldermann, Berlin (1988)
Ortega, J.M., Rheinboldt, W.C.: Iterative Solution of Nonlinear Equations in Several Variables. Academic, New York (1970)
Pang, J.-S.: On the convergence of a basic iterative method for the implicit complementarity problem. J. Optim. Theory Appl. 37, 149–162 (1982)
Pang, J.-S.: Inexact Newton methods for the nonlinear complementarity problem. Math. Program. 36, 54–71 (1986)
Pang, J.-S., Yang, J.-M.: Two-stage parallel iterative methods for the symmetric linear complementarity problem. Ann. Oper. Res. 14, 61–75 (1988)
Tseng, P.: On linear convergence of iterative methods for the variational inequality problem. J. Comput. Appl. Math. 60, 237–252 (1995)
Varga, R.S.: Matrix Iterative Analysis. Prentice-Hall, Englewood Cliffs (1962)
Author information
Authors and Affiliations
Corresponding author
Additional information
The research of this author is supported by The Doctoral Starting-Up Research Foundation (No. X0006014200801) and The Basic Research Foundation of College of Applied Sciences (No. 97006014200702), Beijing University of Technology, P.R. China.
Rights and permissions
About this article
Cite this article
Dong, JL. Shifted skew-symmetric iteration methods for nonsymmetric linear complementarity problems. Numer Algor 54, 343–357 (2010). https://doi.org/10.1007/s11075-009-9338-4
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11075-009-9338-4
Keywords
- Linear complementarity problem
- Symmetric and skew-symmetric splitting
- Splitting iteration method
- Inexact splitting iteration
- Nonsymmetric and positive-definite matrix