Approximate Optimality Conditions for Composite Convex Optimization Problems

被引:13
|
作者
Long X.-J. [1 ]
Sun X.-K. [1 ]
Peng Z.-Y. [2 ]
机构
[1] College of Mathematics and Statistics, Chongqing Technology and Business University, Chongqing
[2] College of Mathematics and Statistics, Chongqing JiaoTong University, Chongqing
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Approximate optimality condition; Composite convex optimization problem; Generalized regularity condition; ε-Subdifferential;
D O I
10.1007/s40305-016-0140-4
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The purpose of this paper is to study the approximate optimality condition for composite convex optimization problems with a cone-convex system in locally convex spaces, where all functions involved are not necessarily lower semi-continuous. By using the properties of the epigraph of conjugate functions, we introduce a new regularity condition and give its equivalent characterizations. Under this new regularity condition, we derive necessary and sufficient optimality conditions of ε-optimal solutions for the composite convex optimization problem. As applications of our results, we derive approximate optimality conditions to cone-convex optimization problems. Our results extend or cover many known results in the literature. © 2016, Operations Research Society of China, Periodicals Agency of Shanghai University, Science Press, and Springer-Verlag Berlin Heidelberg.
引用
收藏
页码:469 / 485
页数:16
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