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A POLYNOMIAL PREDICTOR-CORRECTOR INTERIOR-POINT ALGORITHM FOR CONVEX QUADRATIC PROGRAMMING 被引量:4

A POLYNOMIAL PREDICTOR-CORRECTOR INTERIOR-POINT ALGORITHM FOR CONVEX QUADRATIC PROGRAMMING
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摘要 This article presents a polynomial predictor-corrector interior-point algorithm for convex quadratic programming based on a modified predictor-corrector interior-point algorithm. In this algorithm, there is only one corrector step after each predictor step, where Step 2 is a predictor step and Step 4 is a corrector step in the algorithm. In the algorithm, the predictor step decreases the dual gap as much as possible in a wider neighborhood of the central path and the corrector step draws iteration points back to a narrower neighborhood and make a reduction for the dual gap. It is shown that the algorithm has O(√nL) iteration complexity which is the best result for convex quadratic programming so far. This article presents a polynomial predictor-corrector interior-point algorithm for convex quadratic programming based on a modified predictor-corrector interior-point algorithm. In this algorithm, there is only one corrector step after each predictor step, where Step 2 is a predictor step and Step 4 is a corrector step in the algorithm. In the algorithm, the predictor step decreases the dual gap as much as possible in a wider neighborhood of the central path and the corrector step draws iteration points back to a narrower neighborhood and make a reduction for the dual gap. It is shown that the algorithm has O(√nL) iteration complexity which is the best result for convex quadratic programming so far.
出处 《Acta Mathematica Scientia》 SCIE CSCD 2006年第2期265-270,共6页 数学物理学报(B辑英文版)
基金 Project supported by the National Science Foundation of China (60574071) the Foundation for University Key Teacher by the Ministry of Education.
关键词 Convex quadratic programming PREDICTOR-CORRECTOR interior-point algorithm Convex quadratic programming, predictor-corrector, interior-point algorithm
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  • 1马仲蕃.线性规划最新进展[M]科学出版社,1994.
  • 2Renato D. C. Monteiro,Ilan Adler. Interior path following primal-dual algorithms. part I: Linear programming[J] 1989,Mathematical Programming(1-3):27~41

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