A Predictor–Corrector Algorithm for QSDP Combining Dikin-Type and Newton Centering Steps
Jia-Wang Nie and
Ya-Xiang Yuan ()
Annals of Operations Research, 2001, vol. 103, issue 1, 115-133
Abstract:
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 $$(\sqrt n $$ log (1/ε)) steps. In the end of this paper, we discuss how to compute search direction (ΔX,ΔS) using the conjugate gradient method. Copyright Kluwer Academic Publishers 2001
Keywords: semi-definite programming; quadratic term; potential function; central path; predictor step; corrector step; Dikin-type step; Newton centering step (search for similar items in EconPapers)
Date: 2001
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DOI: 10.1023/A:1012994820412
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