Abstract
In this paper, we consider complementarity problem associated with circular cone, which is a type of nonsymmetric cone complementarity problem. The main purpose of this paper is to show the readers how to construct complementarity functions for such nonsymmetric cone complementarity problem, and propose a few merit functions for solving such a complementarity problem. In addition, we study the conditions under which the level sets of the corresponding merit functions are bounded, and we also show that these merit functions provide an error bound for the circular cone complementarity problem. These results ensure that the sequence generated by descent methods has at least one accumulation point, and build up a theoretical basis for designing the merit function method for solving circular cone complementarity problem.
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Chen, J.-S.: A new merit function and its related properties for the second-order cone complementarity problem. Pac. J. Optim. 2, 167–179 (2006)
Chen, J.-S.: Two classes of merit functions for the second-order cone complementarity problem. Math. Methods Oper. Res. 64, 495–519 (2006)
Chen, J.-S.: Conditions for error bounds and bounded level sets of some merit functions for the second-order cone complementarity problem. J. Optim. Theory Appl. 135, 459–473 (2007)
Chen, X.D., Sun, D., Sun, J.: Complementarity functions and numerical experiments on some smoothing Newton methods for second-order cone complementarity problems. Comput. Optim. Appl. 25, 39–56 (2003)
Chen, J.-S., Tseng, P.: An unconstrained smooth minimization reformulation of second-order cone complementarity problem. Math. Program. 104, 293–327 (2005)
Chang, Y.-L., Yang, C.-Y., Chen, J.-S.: Smooth and nonsmooth analysis of vector-valued functions associated with circular cones. Nonlinear Anal.: Theory Methods Appl. 85, 160–173 (2013)
Dattorro, J.: Convex Optimization and Euclidean Distance Geometry. Meboo Publishing, California (2005)
Ding, C., Sun, D.F., Toh, K.-C.: An introduction to a class of matrix cone programming. Math. Program. 144, 141–179 (2014)
Ding, C.: An introduction to a class of matrix optimization problems, Ph.D. Thesis, National University of Singapore (2012)
Fukushima, M., Luo, Z.-Q., Tseng, P.: Smoothing functions for second- order-cone complimentarity problems. SIAM J. Optim. 12, 436–460 (2002)
Facchinei, F., Pang, J.-S.: Finite-Dimensional Variational Inequalities and Complementarity Problems, vol. I. Springer, New York (2003)
Han, D.R.: On the coerciveness of some merit functions for complimentarity problems over symmetric cones. J. Math. Anal. Appl. 336, 727–737 (2007)
Ko, C.-H., Chen, J.-S.: Optimal grasping manipulation for multifingered robots using semismooth Newton method. Math. Prob. Eng. 2013, Article ID 681710, 9 p. (2013)
Kong, L., Sun, J., Xiu, N.: A regularized smoothing Newton method for symmetric cone complementarity problems. SIAM J. Optim. 19, 1028–1047 (2008)
Lu, N., Huang, Z.-H.: Three classes of merit functions for the complementarity problem over a closed convex cone. Optimization 62, 545–560 (2013)
Matsukawa, Y., Yoshise, A.: A primal barrier function Phase I algorithm for nonsymmetric conic optimization problems. Jpn. J. Ind. Appl. Math. 29, 499–517 (2012)
Pang, J.S.: Complementarity problems. In: Horst, R., Pardalos, P. (eds.) Handbook in Global Optimization. Kluwer Academic Publishers, Boston (1994)
Pan, S.-H., Chen, J.-S.: A one-parametric class of merit functions for the symmetric cone complementarity problem. J. Math. Anal. Appl. 355, 195–215 (2009)
Skajaa, A., Jorgensen, J.B., Hansen, P.C.: On implementing a homogeneous interior-point algorithm for nonsymmetric conic optimization, IMM-Technical Report, No. 2011–02 (2011)
Sun, D., Sun, J.: Löwner’s operator and spectral functions in Euclidean Jordan algebras. Math. Oper. Res. 33, 421–445 (2008)
Tseng, P.: Merit functions for semi-definite complementarity problems. Math. Program. 83, 159–185 (1998)
Yamashita, N., Fukushima, M.: On the level-boundedness of the natural residual function for variational inequality problems. Pac. J. Optim. 1, 625–630 (2005)
Zhou, J.-C., Chen, J.-S.: Properties of circular cone and spectral factorization associated with circular cone. J. Nonlinear Convex Anal. 14(4), 807–816 (2013)
Zhou, J.-C., Chen, J.-S.: On the vector-valued functions associated with circular cones. Abstract Appl. Anal. 2014, Article ID 603542, 21 p. (2014)
Acknowledgments
Xin-He Miao work is supported by National Young Natural Science Foundation (No. 11101302 and No. 61002027) and National Natural Science Foundation of China (No. 11471241). Jein-Shan Chen work is supported by Ministry of Science and Technology, Taiwan.
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Miao, XH., Guo, S., Qi, N. et al. Constructions of complementarity functions and merit functions for circular cone complementarity problem. Comput Optim Appl 63, 495–522 (2016). https://doi.org/10.1007/s10589-015-9781-1
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DOI: https://doi.org/10.1007/s10589-015-9781-1