Primal-dual interior-point method for linear optimization based on a kernel function with trigonometric growth term

被引:10
|
作者
Fathi-Hafshejani, S. [1 ]
Mansouri, H. [2 ]
Peyghami, M. Reza [3 ,4 ]
Chen, S. [5 ]
机构
[1] Shiraz Univ Technol, Fac Math, Shiraz, Iran
[2] Shahrekord Univ, Fac Math Sci, Dept Appl Math, POB 115, Shahrekord, Iran
[3] KN Toosi Univ Tech, Dept Math, Tehran, Iran
[4] KN Toosi Univ Tech, Sci Computat Optimizat & Syst Engn SCOPE, Tehran, Iran
[5] York Univ, Dept Math & Stat, Toronto, ON, Canada
关键词
Kernel function; linear optimization; trigonometric growth term; primal-dual interior-point methods; Large-update methods; COMPLEXITY ANALYSIS; ALGORITHM;
D O I
10.1080/02331934.2018.1482297
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we propose a large-update primal-dual interior-point algorithm for linear optimization problems based on a new kernel function with a trigonometric growth term. By simple analysis, we prove that in the large neighbourhood of the central path, the worst case iteration complexity of the new algorithm is bounded above by O(root n log n log (n/epsilon)) , which matches the currently best known iteration bound for large-update methods. Moreover, we show that, most of the so far proposed kernel functions can be rewritten as a kernel function with trigonometric growth term. Finally, numerical experiments on some test problems confirm that the new kernel function is well promising in practice in comparison with some existing kernel functions in the literature.
引用
收藏
页码:1605 / 1630
页数:26
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