个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:数学科学学院
电子邮箱:hwzhang@dlut.edu.cn
Hadamard Directional Differentiability of the Optimal Value Function of a Quadratic Programming Problem
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论文类型:期刊论文
发表时间:2018-06-01
发表刊物:ASIA-PACIFIC JOURNAL OF OPERATIONAL RESEARCH
收录刊物:SCIE
卷号:35
期号:3
ISSN号:0217-5959
关键字:Quadratic programming; stability analysis; upper semi-continuity; Hadamard directional differentiability
摘要:In this paper, we consider the stability analysis of a convex quadratic programming (QP) problem and its restricted Wolfe dual when all parameters in the problem are perturbed. Based on the continuity of the feasible set mapping, we establish the upper semi-continuity of the optimal solution mappings of the convex QP problem and the restricted Wolfe dual problem. Furthermore, by characterizing the optimal value function as a min-max optimization problem over two compact convex sets, we demonstrate the Lipschitz continuity and the Hadamard directional differentiability of the optimal value function.