A predictor-corrector algorithm for QSDP combining Dikin-type and Newton centering steps

被引:25
|
作者
Nie, JW [1 ]
Yuan, YX [1 ]
机构
[1] Chinese Acad Sci, Inst Computat Math & Sci Engn Comp, State Key Lab Sci & Engn Comp, Beijing 100080, Peoples R China
关键词
semi-definite programming; quadratic term; potential function; central path; predictor step; corrector step; Dikin-type step; Newton centering step;
D O I
10.1023/A:1012994820412
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
Recently, we have extended SDP by adding a quadratic term in the objective function and give a potential reduction algorithm using NT directions. This paper presents a predictor-corrector algorithm using both Dikin-type and Newton centering steps and studies properties of Dikin-type step. In this algorithm, when the condition K(XS) is less than a given number K-0, we use Dikin-type step. Otherwise, Newton centering step is taken. In both cases, step-length is determined by line search. We show that at,least a constant reduction in the potential function is guaranteed. Moreover the algorithm is proved to terminate in O(rootn log(1/epsilon)) steps. In the end of this paper, we discuss how to compute search direction (DeltaX, DeltaS) using the conjugate gradient method.
引用
收藏
页码:115 / 133
页数:19
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