Skip to main content
Top
Published in: Numerical Algorithms 1/2021

14-03-2020 | Original Paper

Convergence analysis on matrix splitting iteration algorithm for semidefinite linear complementarity problems

Author: Yi-Fen Ke

Published in: Numerical Algorithms | Issue 1/2021

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this paper, we present some novel observations for the semidefinite linear complementarity problems, abbreviated as SDLCPs. Based on these new results, we establish the modulus-based matrix splitting iteration methods, which are obtained by reformulating equivalently SDLCP as an implicit fixed-point matrix equation. The convergence of the proposed modulus-based matrix splitting iteration methods has been analyzed. Numerical experiments have shown that the modulus-based iteration methods are effective for solving SDLCPs.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Alizadeh, F.: Interior point methods in semidefinite programming with application to combinatorial optimization. SIAM J. Optim. 5(1), 13–51 (1995)MathSciNetMATHCrossRef Alizadeh, F.: Interior point methods in semidefinite programming with application to combinatorial optimization. SIAM J. Optim. 5(1), 13–51 (1995)MathSciNetMATHCrossRef
2.
go back to reference Bai, Z. -Z.: Modulus-based matrix splitting iteration methods for linear complementarity problems. Numer. Linear Algebra Appl. 17, 917–933 (2010)MathSciNetMATHCrossRef Bai, Z. -Z.: Modulus-based matrix splitting iteration methods for linear complementarity problems. Numer. Linear Algebra Appl. 17, 917–933 (2010)MathSciNetMATHCrossRef
3.
go back to reference Bai, Z. -Z., Zhang, L. -L.: Modulus-based synchronous multisplitting iteration methods for linear complementarity problems. Numer. Algor. 62(1), 100–112 (2013)MathSciNetMATHCrossRef Bai, Z. -Z., Zhang, L. -L.: Modulus-based synchronous multisplitting iteration methods for linear complementarity problems. Numer. Algor. 62(1), 100–112 (2013)MathSciNetMATHCrossRef
4.
go back to reference Bai, Z. -Z., Zhang, L. -L.: Modulus-based synchronous two-stage multisplitting iteration methods for linear complementarity problems. Numer. Algor. 62(1), 59–77 (2013)MathSciNetMATHCrossRef Bai, Z. -Z., Zhang, L. -L.: Modulus-based synchronous two-stage multisplitting iteration methods for linear complementarity problems. Numer. Algor. 62(1), 59–77 (2013)MathSciNetMATHCrossRef
5.
go back to reference Benner, P., Bollhöfer, M., Kressner, D., Mehl, C., Stykel, T.: Numerical Algebra, Matrix Theory, Differential-Algebraic Equations and Control Theory. Springer International Publishing (2015) Benner, P., Bollhöfer, M., Kressner, D., Mehl, C., Stykel, T.: Numerical Algebra, Matrix Theory, Differential-Algebraic Equations and Control Theory. Springer International Publishing (2015)
6.
go back to reference Chen, X., Qi, H. -D.: Cartesian P-property and its applications to the semidefinite linear complementarity problem. Math. Program. 106(1), 177–201 (2006)MathSciNetMATHCrossRef Chen, X., Qi, H. -D.: Cartesian P-property and its applications to the semidefinite linear complementarity problem. Math. Program. 106(1), 177–201 (2006)MathSciNetMATHCrossRef
7.
go back to reference Chen, X., Tseng, P.: Non-interior continuation methods for solving semidefinite complementarity problems. Math. Program. 95(3), 431–474 (2003)MathSciNetMATHCrossRef Chen, X., Tseng, P.: Non-interior continuation methods for solving semidefinite complementarity problems. Math. Program. 95(3), 431–474 (2003)MathSciNetMATHCrossRef
8.
go back to reference Cottle, R. W., Pang, J. -S., Stone, R. E.: The Linear Complementarity Problem. Academic Press, Boston (1992)MATH Cottle, R. W., Pang, J. -S., Stone, R. E.: The Linear Complementarity Problem. Academic Press, Boston (1992)MATH
10.
go back to reference Ding, F., Liu, P. -X., Ding, J.: Iterative solutions of the generalized Sylvester matrix equations by using the hierarchical identification principle. Appl. Math. Comput. 197(1), 41–50 (2008)MathSciNetMATH Ding, F., Liu, P. -X., Ding, J.: Iterative solutions of the generalized Sylvester matrix equations by using the hierarchical identification principle. Appl. Math. Comput. 197(1), 41–50 (2008)MathSciNetMATH
11.
go back to reference Dong, J. -L., Jiang, M. -Q.: A modified modulus method for symmetric positive-definite linear complementarity problems. Numer. Linear Algebra Appl. 16, 129–143 (2009)MathSciNetMATHCrossRef Dong, J. -L., Jiang, M. -Q.: A modified modulus method for symmetric positive-definite linear complementarity problems. Numer. Linear Algebra Appl. 16, 129–143 (2009)MathSciNetMATHCrossRef
12.
13.
go back to reference Gowda, M. S., Parthasarathy, T.: Complementarity forms of theorems of Lyapunov and Stein, and related results. Linear. Algebra. Appl. 320(1-3), 131–144 (2000)MathSciNetMATHCrossRef Gowda, M. S., Parthasarathy, T.: Complementarity forms of theorems of Lyapunov and Stein, and related results. Linear. Algebra. Appl. 320(1-3), 131–144 (2000)MathSciNetMATHCrossRef
14.
go back to reference Fukushima, M., Luo, Z. -Q., Tseng, P.: Smoothing functions for second-order-cone complementarity problems. SIAMJ. Optim. 12(2), 436–460 (2015)MathSciNetMATHCrossRef Fukushima, M., Luo, Z. -Q., Tseng, P.: Smoothing functions for second-order-cone complementarity problems. SIAMJ. Optim. 12(2), 436–460 (2015)MathSciNetMATHCrossRef
15.
go back to reference Gajic, Z., Qureshi, M. T. J.: Lyapunov Matrix Equation in System Stability and Control. Dover Publication, Inc, Mineola (2008) Gajic, Z., Qureshi, M. T. J.: Lyapunov Matrix Equation in System Stability and Control. Dover Publication, Inc, Mineola (2008)
17.
go back to reference Gowda, M. S., Song, Y.: Some new results for the semidefinite linear complementarity problem. SIAM J. Matrix Anal. Appl. 24(1), 25–39 (2002)MathSciNetMATHCrossRef Gowda, M. S., Song, Y.: Some new results for the semidefinite linear complementarity problem. SIAM J. Matrix Anal. Appl. 24(1), 25–39 (2002)MathSciNetMATHCrossRef
18.
go back to reference Gowda, M. S., Song, Y., Ravindran, G.: On some interconnections between strict monotonicity, globally uniquely solvable, and P properties in semidefinite linear complementarity problems. Linear. Algebra. Appl. 370(1), 355–368 (2003)MathSciNetMATHCrossRef Gowda, M. S., Song, Y., Ravindran, G.: On some interconnections between strict monotonicity, globally uniquely solvable, and P properties in semidefinite linear complementarity problems. Linear. Algebra. Appl. 370(1), 355–368 (2003)MathSciNetMATHCrossRef
19.
go back to reference Hadjidimos, A., Lapidakis, M., Tzoumas, M.: On iterative solution for linear complementarity problem with an H+-matrix. SIAM J. Matrix Anal. Appl. 33(1), 97–110 (2012)MathSciNetMATHCrossRef Hadjidimos, A., Lapidakis, M., Tzoumas, M.: On iterative solution for linear complementarity problem with an H+-matrix. SIAM J. Matrix Anal. Appl. 33(1), 97–110 (2012)MathSciNetMATHCrossRef
20.
go back to reference Hu, S. -L., Huang, Z. -H., Wang, P.: A nonmonotone smoothing Newton algorithm for solving nonlinear complementarity problems. Optim. Methods Softw. 24(3), 447–460 (2009)MathSciNetMATHCrossRef Hu, S. -L., Huang, Z. -H., Wang, P.: A nonmonotone smoothing Newton algorithm for solving nonlinear complementarity problems. Optim. Methods Softw. 24(3), 447–460 (2009)MathSciNetMATHCrossRef
21.
22.
go back to reference Kanzow, C., Nagel, C.: Semidefinite programs: New search directions, smoothing-type methods, and numerical results. SIAM J. Optim. 13(1), 1–23 (2002)MathSciNetMATHCrossRef Kanzow, C., Nagel, C.: Semidefinite programs: New search directions, smoothing-type methods, and numerical results. SIAM J. Optim. 13(1), 1–23 (2002)MathSciNetMATHCrossRef
24.
go back to reference Ke, Y. -F., Ma, C. -F.: On the convergence analysis of two-step modulus-based matrix splitting iteration method for linear complementarity problems. Appl. Math. Comput. 243, 413–418 (2014)MathSciNetMATH Ke, Y. -F., Ma, C. -F.: On the convergence analysis of two-step modulus-based matrix splitting iteration method for linear complementarity problems. Appl. Math. Comput. 243, 413–418 (2014)MathSciNetMATH
25.
go back to reference Ke, Y. -F., Ma, C. -F.: A preconditioned nested splitting conjugate gradient iterative method for the large sparse generalized Sylvester equation. Comput. Math. Appl. 68, 1409–1420 (2014)MathSciNetMATHCrossRef Ke, Y. -F., Ma, C. -F.: A preconditioned nested splitting conjugate gradient iterative method for the large sparse generalized Sylvester equation. Comput. Math. Appl. 68, 1409–1420 (2014)MathSciNetMATHCrossRef
26.
go back to reference Ke, Y. -F., Ma, C. -F.: SOR-Like iteration method for solving absolute value equations. Appl. Math. Comput. 311, 195–202 (2017)MathSciNetMATH Ke, Y. -F., Ma, C. -F.: SOR-Like iteration method for solving absolute value equations. Appl. Math. Comput. 311, 195–202 (2017)MathSciNetMATH
27.
go back to reference Ke, Y. -F., Ma, C. -F., Zhang, H.: The modulus-based matrix splitting iteration methods for second-order cone linear complementarity problems. Numer. Algor. 79(4), 1283–1303 (2018)MathSciNetMATHCrossRef Ke, Y. -F., Ma, C. -F., Zhang, H.: The modulus-based matrix splitting iteration methods for second-order cone linear complementarity problems. Numer. Algor. 79(4), 1283–1303 (2018)MathSciNetMATHCrossRef
28.
go back to reference Ke, Y. -F., Ma, C. -F., Zhang, H.: The relaxation modulus-based matrix splitting iteration methods for circular cone nonlinear complementarity problems. Comput. Appl. Math. 37, 6795–6820 (2018)MathSciNetMATHCrossRef Ke, Y. -F., Ma, C. -F., Zhang, H.: The relaxation modulus-based matrix splitting iteration methods for circular cone nonlinear complementarity problems. Comput. Appl. Math. 37, 6795–6820 (2018)MathSciNetMATHCrossRef
29.
go back to reference Kojima, M., Shindoh, S., Hara, S.: Interior-point methods for the monotone semidefinite linear complementarity problems. SIAM J. Optim. 7(1), 86–125 (1997)MathSciNetMATHCrossRef Kojima, M., Shindoh, S., Hara, S.: Interior-point methods for the monotone semidefinite linear complementarity problems. SIAM J. Optim. 7(1), 86–125 (1997)MathSciNetMATHCrossRef
30.
go back to reference Liu, S. -M., Zheng, H., Li, W.: A general accelerated modulus-based matrix splitting iteration method for solving linear complementarity problems. Calcolo 53 (2), 189–199 (2016)MathSciNetMATHCrossRef Liu, S. -M., Zheng, H., Li, W.: A general accelerated modulus-based matrix splitting iteration method for solving linear complementarity problems. Calcolo 53 (2), 189–199 (2016)MathSciNetMATHCrossRef
31.
go back to reference Lu, Q. -Q., Li, C. -L.: Modulus-based matrix splitting iteration methods for a class of stochastic linear complementarity problem. American. J. Oper. Res. 9, 245–254 (2019)MathSciNet Lu, Q. -Q., Li, C. -L.: Modulus-based matrix splitting iteration methods for a class of stochastic linear complementarity problem. American. J. Oper. Res. 9, 245–254 (2019)MathSciNet
33.
go back to reference Murty, K.: Linear Complementarity, Linear and Nonlinear Programming. Heldermann, Berlin (1988)MATH Murty, K.: Linear Complementarity, Linear and Nonlinear Programming. Heldermann, Berlin (1988)MATH
34.
35.
go back to reference Shida, M., Shindoh, S., Kojima, M.: Existence and uniqueness of search directions in interior-point algorithms for the SDP and the monotone SDLCP. SIAM J. Optim. 8(2), 387–396 (1998)MathSciNetMATHCrossRef Shida, M., Shindoh, S., Kojima, M.: Existence and uniqueness of search directions in interior-point algorithms for the SDP and the monotone SDLCP. SIAM J. Optim. 8(2), 387–396 (1998)MathSciNetMATHCrossRef
36.
go back to reference Sim, C. -K., Zhao, G.: Underlying paths in interior point methods for the monotone semidefinite linear complementarity problem. Math. Program. 110(3), 475–499 (2007)MathSciNetMATHCrossRef Sim, C. -K., Zhao, G.: Underlying paths in interior point methods for the monotone semidefinite linear complementarity problem. Math. Program. 110(3), 475–499 (2007)MathSciNetMATHCrossRef
37.
go back to reference Sun, D. -F.: The strong second-order sufficient condition and constraint nondegeneracy in nonlinear semidefinite programming and their implications. Math. Oper. Res. 31(4), 761–776 (2006)MathSciNetMATHCrossRef Sun, D. -F.: The strong second-order sufficient condition and constraint nondegeneracy in nonlinear semidefinite programming and their implications. Math. Oper. Res. 31(4), 761–776 (2006)MathSciNetMATHCrossRef
38.
go back to reference Sun, D. -F., Sun, J.: Strong semismoothness of the Fischer-Burmeister SDC and SOC complementarity functions. Math. Program. 103(3), 575–581 (2005)MathSciNetMATHCrossRef Sun, D. -F., Sun, J.: Strong semismoothness of the Fischer-Burmeister SDC and SOC complementarity functions. Math. Program. 103(3), 575–581 (2005)MathSciNetMATHCrossRef
41.
go back to reference Yamashita, N., Fukushima, M.: A New Merit Function and a Descent Method for Semidefinite Complementarity Problems. In: Reformulation: Nonsmooth, Piecewise Smooth, Semismooth and Smoothing Methods, pp. 405–420. Springer (1999) Yamashita, N., Fukushima, M.: A New Merit Function and a Descent Method for Semidefinite Complementarity Problems. In: Reformulation: Nonsmooth, Piecewise Smooth, Semismooth and Smoothing Methods, pp. 405–420. Springer (1999)
42.
go back to reference Zhang, L. -P.: A global linear and local quadratic single-tep noninterior continuation method for monotone semidefinite complementarity problems. Acta Math. Sci. 27(2), 243–253 (2007)MathSciNetMATHCrossRef Zhang, L. -P.: A global linear and local quadratic single-tep noninterior continuation method for monotone semidefinite complementarity problems. Acta Math. Sci. 27(2), 243–253 (2007)MathSciNetMATHCrossRef
43.
go back to reference Zhang, L. -L.: Two-step modulus-based matrix splitting iteration method for linear complementarity problems. Numer. Algor. 57(1), 83–99 (2011)MathSciNetMATHCrossRef Zhang, L. -L.: Two-step modulus-based matrix splitting iteration method for linear complementarity problems. Numer. Algor. 57(1), 83–99 (2011)MathSciNetMATHCrossRef
44.
go back to reference Zhang, L. -L., Ren, Z. -R.: Improved convergence theorems of modulus-based matrix splitting iteration methods for linear complementarity problems. Appl. Math. Lett. 26(6), 638–642 (2013)MathSciNetMATHCrossRef Zhang, L. -L., Ren, Z. -R.: Improved convergence theorems of modulus-based matrix splitting iteration methods for linear complementarity problems. Appl. Math. Lett. 26(6), 638–642 (2013)MathSciNetMATHCrossRef
45.
go back to reference Zhang, K. -Y., Xu, Z.: Numerical Algebra, 2nd edn. Science Press, Beijing (2006) Zhang, K. -Y., Xu, Z.: Numerical Algebra, 2nd edn. Science Press, Beijing (2006)
46.
go back to reference Zheng, N., Yin, J. -F.: Accelerated modulus-based matrix splitting iteration methods for linear complementarity problem. Numer. Algor. 64(2), 245–262 (2013)MathSciNetMATHCrossRef Zheng, N., Yin, J. -F.: Accelerated modulus-based matrix splitting iteration methods for linear complementarity problem. Numer. Algor. 64(2), 245–262 (2013)MathSciNetMATHCrossRef
47.
go back to reference Zheng, N., Yin, J. -F.: Convergence of accelerated modulus-based matrix splitting iteration methods for linear complementarity problem with an H+-matrix. J. Comput. Appl. Math. 260(2), 281–293 (2014)MathSciNetMATHCrossRef Zheng, N., Yin, J. -F.: Convergence of accelerated modulus-based matrix splitting iteration methods for linear complementarity problem with an H+-matrix. J. Comput. Appl. Math. 260(2), 281–293 (2014)MathSciNetMATHCrossRef
Metadata
Title
Convergence analysis on matrix splitting iteration algorithm for semidefinite linear complementarity problems
Author
Yi-Fen Ke
Publication date
14-03-2020
Publisher
Springer US
Published in
Numerical Algorithms / Issue 1/2021
Print ISSN: 1017-1398
Electronic ISSN: 1572-9265
DOI
https://doi.org/10.1007/s11075-020-00888-8

Other articles of this Issue 1/2021

Numerical Algorithms 1/2021 Go to the issue

Premium Partner