New complexity analysis of the primal-dual Newton method for linear optimization

被引:28
作者
Peng, J [1 ]
Roos, C [1 ]
Terlaky, T [1 ]
机构
[1] Delft Univ Technol, Fac Tech Math & Informat, NL-2600 GA Delft, Netherlands
关键词
linear optimization; interior-point method; primal-dual method; proximity measure; polynomial complexity;
D O I
10.1023/A:1019280614748
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
We deal with the primal-dual Newton method for linear optimization (LO). Nowadays, this method is the working horse in all efficient interior point algorithms fur LO, and its analysis is the basic element in all polynomiality proofs of such algorithms. At present there is still a gap between the practical behavior of the algorithms and the theoretical performance results, in favor of the practical behavior. This is especially true for so-called large-update methods. We present some new analysis tools, based on a proximity measure introduced by Jansen et al., in 1994, that may help to close this gap. This proximity measure has not been used in the analysis of large-update methods before. The new analysis does not improve the known complexity results but provides a unified way for the analysis of both large-update and small-update methods.
引用
收藏
页码:23 / 39
页数:17
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