Kernel Function-Based Primal-Dual Interior-Point Methods for Symmetric Cones Optimization

被引:0
作者
ZHAO Dequan [1 ]
ZHANG Mingwang [1 ]
机构
[1] College of Science, China Three Gorges University
关键词
symmetric cones optimization; Kernel function; Interior-point method; polynomial complexity;
D O I
暂无
中图分类号
O174.13 [凸函数、凸集理论];
学科分类号
070104 ;
摘要
In this paper, we present a large-update primal-dual interior-point method for symmetric cone optimization(SCO) based on a new kernel function, which determines both search directions and the proximity measure between the iterate and the center path. The kernel function is neither a self-regular function nor the usual logarithmic kernel function. Besides, by using Euclidean Jordan algebraic techniques, we achieve the favorable iteration complexity O( r1/2(log r)2 log(r/ ε)), which is as good as the convex quadratic semi-definite optimization analogue.
引用
收藏
页码:461 / 468
页数:8
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