New complexity analysis for primal-dual interior-point methods for self-scaled optimization problems

被引:4
作者
Choi, Bo Kyung [1 ]
Lee, Gue Myung [1 ]
机构
[1] Pukyong Natl Univ, Dept Appl Math, Pusan 608737, South Korea
基金
新加坡国家研究基金会;
关键词
Euclidean Jordan algebra; self-scaled optimization problem; primal-dual interior-point methods; kernel function; proximity function; complexity analysis; worst-case iteration bound; SPECTRAL FUNCTIONS; SEARCH DIRECTIONS; JORDAN ALGEBRAS; ALGORITHMS;
D O I
10.1186/1687-1812-2012-213
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A linear optimization problem over a symmetric cone, defined in a Euclidean Jordan algebra and called a self-scaled optimization problem (SOP), is considered. We formulate an algorithm for a large-update primal-dual interior-point method (IPM) for the SOP by using a proximity function defined by a new kernel function, and we obtain the best known complexity results of the large-update IPM for the SOP by using the Euclidean Jordan algebra techniques.
引用
收藏
页数:22
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