Further development of multiple centrality correctors for interior point methods

被引:48
作者
Colombo, Marco [1 ]
Gondzio, Jacek [1 ]
机构
[1] Univ Edinburgh, Sch Math, Edinburgh EH9 3JZ, Midlothian, Scotland
基金
英国科研创新办公室;
关键词
Implementation of interior point methods; Symmetric neighbourhood; Multiple centrality correctors; Higher order methods;
D O I
10.1007/s10589-007-9106-0
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
This paper addresses the role of centrality in the implementation of interior point methods. We provide theoretical arguments to justify the use of a symmetric neighbourhood, and translate them into computational practice leading to a new insight into the role of re-centering in the implementation of interior point methods. Second-order correctors, such as Mehrotra's predictor-corrector, can occasionally fail: we derive a remedy to such difficulties from a new interpretation of multiple centrality correctors. Through extensive numerical experience we show that the proposed centrality correcting scheme leads to noteworthy savings over second-order predictor-corrector technique and previous implementations of multiple centrality correctors.
引用
收藏
页码:277 / 305
页数:29
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