A modified infeasible interior-point algorithm with full-Newton step for semidefinite optimization

被引:1
|
作者
Wang, Weiwei [1 ,2 ]
Liu, Hongwei [1 ]
Bi, Hongmei [3 ]
机构
[1] Xidian Univ, Sch Math & Stat, Xian, Shaanxi, Peoples R China
[2] Xian Technol Univ, Sch Sci, Xian, Shaanxi, Peoples R China
[3] Air Force Engn Univ, Sch Sci, Xian, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Semidefinite optimization; infeasible interior-point algorithm; full-Newton step; Kernel function; polynomial complexity; NESTEROV-TODD DIRECTION;
D O I
10.1080/00207160.2018.1545088
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Recently, Mansouri et al. (J. Optim. Theory Appl. 166: 605-618, 2015) presented an improved infeasible interior-point algorithm for linear optimization. Their algorithm has the shortcoming that the proximity measure may be still large when the duality gap approaches to zero. In this paper, we propose an infeasible interior-point algorithm for semidefinite optimization with a modified search direction. This modification is an attempt to decrease the value of the proximity measure, which is important to determine whether or not to perform centreing steps in the classical infeasible interior-point algorithms. Some preliminary numerical results show the benefit of the proposed algorithm as well.
引用
收藏
页码:1979 / 1992
页数:14
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