Polynomiality of an inexact infeasible interior point algorithm for semidefinite programming

被引:27
作者
Zhou, GL
Toh, KC
机构
[1] Singapore MIT Alliance, High Performance Computat Engineered Syst, Singapore 117576, Singapore
[2] Natl Univ Singapore, Dept Math, Singapore 117543, Singapore
关键词
semidefinite programming; primal-dual; infeasible interior point method; inexact search direction; polynomial complexity;
D O I
10.1007/s10107-003-0431-5
中图分类号
TP31 [计算机软件];
学科分类号
081202 [计算机软件与理论]; 0835 [软件工程];
摘要
In this paper we present a primal-dual inexact infeasible interior-point algorithm for semidefinite programming problems (SDP). This algorithm allows the use of search directions that are calculated from the defining linear system with only moderate accuracy, and does not require feasibility to be maintained even if the initial iterate happened to be a feasible solution of the problem. Under a mild assumption on the inexactness, we show that the algorithm can find an epsilon-approximate solution of an SDP in O(n(2)ln(1/epsilon)) iterations. This bound of our algorithm is the same as that of the exact infeasible interior point algorithms proposed by Y. Zhang.
引用
收藏
页码:261 / 282
页数:22
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