Inverse problems and solution methods for a class of nonlinear complementarity problems

被引:6
作者
Zhang, Jian-zhong [2 ,3 ]
Jian, Jin-bao [1 ]
Tang, Chun-ming [1 ]
机构
[1] Guangxi Univ, Coll Math & Informat Sci, Nanning 530004, Peoples R China
[2] Beijing Normal Univ, United Int Coll, Zhuhai, Peoples R China
[3] Hong Kong Baptist Univ, Zhuhai, Peoples R China
基金
中国国家自然科学基金;
关键词
Nonlinear complementarity problems; Quadratic program; Inverse problems; Inverse optimization; COMBINATORIAL OPTIMIZATION PROBLEMS; LINEAR-PROGRAMMING PROBLEMS; PORTFOLIO;
D O I
10.1007/s10589-009-9294-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
In this paper, motivated by the KKT optimality conditions for a sort of quadratic programs, we first introduce a class of nonlinear complementarity problems (NCPs). Then we present and discuss a kind of inverse problems of the NCPs, i.e., for a given feasible decision (x) over bar , we aim to characterize the set of parameter values for which there exists a point (y) over bar such that ((x) over bar, (y) over bar) forms a solution of the NCP and require the parameter values to be adjusted as little as possible. This leads to an inverse optimization problem. In particular, under l(infinity), l(1) and Frobenius norms as well as affine maps, this paper presents three simple and efficient solution methods for the inverse NCPs. Finally, some preliminary numerical results show that the proposed methods are very promising.
引用
收藏
页码:271 / 297
页数:27
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