A proximal point algorithm for the monotone second-order cone complementarity problem

被引:5
作者
Wu, Jia [2 ]
Chen, Jein-Shan [1 ]
机构
[1] Natl Taiwan Normal Univ, Dept Math, Taipei 11677, Taiwan
[2] Dalian Univ Technol, Sch Math Sci, Dalian 116024, Peoples R China
关键词
Complementarity problem; Second-order cone; Proximal point algorithm; Approximation criterion; REGULARIZATION METHOD; CONVERGENCE ANALYSIS; NEWTON METHODS; EQUATIONS;
D O I
10.1007/s10589-011-9399-x
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper is devoted to the study of the proximal point algorithm for solving monotone second-order cone complementarity problems. The proximal point algorithm is to generate a sequence by solving subproblems that are regularizations of the original problem. After given an appropriate criterion for approximate solutions of subproblems by adopting a merit function, the proximal point algorithm is verified to have global and superlinear convergence properties. For the purpose of solving the subproblems efficiently, we introduce a generalized Newton method and show that only one Newton step is eventually needed to obtain a desired approximate solution that approximately satisfies the appropriate criterion under mild conditions. Numerical comparisons are also made with the derivative-free descent method used by Pan and Chen (Optimization 59:1173-1197, 2010), which confirm the theoretical results and the effectiveness of the algorithm.
引用
收藏
页码:1037 / 1063
页数:27
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