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Improved smoothing Newton methods for symmetric cone complementarity problems

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Abstract

There recently has been much interest in smoothing Newton method for solving nonlinear complementarity problems. We extend such method to symmetric cone complementarity problems (SCCP). In this paper, we first investigate a one-parametric class of smoothing functions in the context of symmetric cones, which contains the Fischer–Burmeister smoothing function and the CHKS smoothing function as special cases. Then we propose a smoothing Newton method for the SCCP based on the one-parametric class of smoothing functions. For the proposed method, besides the classical step length, we provide a new step length and the global convergence is obtained. Finally, preliminary numerical results are reported, which show the effectiveness of the two step lengthes in the algorithm and provide efficient domains of the parameter for the complementarity problems.

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References

  1. Alizadeh F., Goldfarb D.: Second-order cone programming. Math. Program. 95, 3–51 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  2. Facchinei F., Pang J.-S.: Finite-Dimensional Variational Inequalities and Complementarity Problems. Springer-Verlag, New York (2003)

    Google Scholar 

  3. Lobo M.S., Vandenberghe L., Boyd S., Lebret H.: Applications of second-order cone programming. Linear Algebra Appl. 284, 193–228 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  4. Vandenberghe L., Boyd S.: A primal-dual potential reduction method for problems involving matrix inequalities. Math. Program. 69, 205–236 (1995)

    MathSciNet  MATH  Google Scholar 

  5. Pardalos P.M., Rassias T.M., Khan A.A.: Nonlinear Analysis and Variational Problems. Springer, New York (2010)

    Book  MATH  Google Scholar 

  6. Faybusovich L.: Linear systems in Jordan algebras and primal-dual interior-point algorithms. J. Comput. Appl. Math. 86, 149–175 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  7. Faybusovich L.: Euclidean Jordan algebras and interior-point algorithms. Positivity 1, 331–357 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  8. Faybusovich L., Lu Y.: Jordan-algebraic aspects of nonconvex optimization over symmetric cones. Appl. Math. Optim. 53, 67–77 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  9. Faybusovich L., Tsuchiya T.: Primal-dual algorithms and infinite dimensional Jordan algebras of finite rank. Math. Program. 97, 471–493 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  10. Schmieta S.H., Alizadeh F.: Associative and Jordan algebras, and polynomial time interior-point algorithms for symmetrc cones. Math. Oper. Res. 26, 543–564 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  11. Schmieta S.H., Alizadeh F.: Extension of primal-dual interior-point algorithms to symmetric cones. Math. Program. 96, 409–438 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  12. Pardalos, P.M., Wolkowicz, H.: Topics in semidefinite and interior-point methods. In: Fields Institute Communications Series, vol. 18. American Mathematical Society (1998)

  13. Pardalos, P.M., Wolkowicz, H.: Novel approaches to hard discrete optimization. In: Fields Institute Communications Series, vol. 37. American Mathematical Society (2003)

  14. Li, Y.M., Wang, X.T., Wei, D.Y.: A new class of complementarity functions for symmetric cone complementarity problems. Optim. Lett. doi:10.1007/s11590-010-0204-z

  15. Li Y.M., Wang X.T., Wei D.Y.: A new class of smoothing complementarity functions over symmetric cones. Commun. Nonlinear Sci. Numer. Simulat. 15, 3299–3305 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  16. Kong L., Xiu N.: New smooth C-functions for symmetric cone complementarity problems. Optim. Lett. 1, 391–400 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  17. Pan S., Chen J.-S.: A one-parametric class of merit functions for the symmetric cone complementarity problem. J. Math. Anal. Appl. 355, 195–215 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  18. Kum S., Lim Y.: Penalized complementarity functions on symmetric cones. J. Glob. Optim. 46, 475–485 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  19. Kong L., Sun J., Xiu N.: A regularized smoothing Newton method for symmetric cone complementarity problems. SIAM J. Optim. 19, 1028–1047 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  20. Kanzow C., Kleinmichel H.: A new class of semismooth Newton-type methods for nonlinear complementarity problems. Comput. Optim. Appl. 11, 227–251 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  21. Qi L., Sun D., Zhou G.: A new look at smoothing Newton methods for nonlinear complementarity problems and box constrained variational inequalities. Math. Program. 87, 1–35 (2000)

    MathSciNet  MATH  Google Scholar 

  22. Faraut J., Korányi A.: Analysis on Symmetric Cones. Oxford Univesity Press, Oxford (1994)

    MATH  Google Scholar 

  23. Gowda M.S., Tao J., Moldovan M.: Some inertia theorems in Euclidean Jordan algebras. Linear Algebra Appl. 430, 1992–2011 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  24. Tao J., Gowda M.S.: Some P-properties for nonlinear transformations on Euclidean Jordan algebras. Math. Oper. Res. 30, 985–1004 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  25. Yoshise A.: Interior point trajectories and a homogeneous model for nonlinear complementarity problems over symmetric cones. SIAM J. Optim. 17, 1129–1153 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  26. Gowda M.S., Sznajder R., Tao J.: Some P-properties for linear transformations on Euclidean Jordan algebras. Linear Algebra Appl. 393, 203–232 (2004)

    Article  MathSciNet  MATH  Google Scholar 

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Correspondence to Yuan Min Li.

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Li, Y.M., Wang, X.T. & Wei, D.Y. Improved smoothing Newton methods for symmetric cone complementarity problems. Optim Lett 6, 471–487 (2012). https://doi.org/10.1007/s11590-010-0274-y

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  • DOI: https://doi.org/10.1007/s11590-010-0274-y

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