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A class of polynomial primal-dual interior-point algorithms for semidefinite optimization 被引量:6

A class of polynomial primal-dual interior-point algorithms for semidefinite optimization
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摘要 In the present paper we present a class of polynomial primal-dual interior-point algorithms for semidefmite optimization based on a kernel function. This kernel function is not a so-called self-regular function due to its growth term increasing linearly. Some new analysis tools were developed which can be used to deal with complexity "analysis of the algorithms which use analogous strategy in [5] to design the search directions for the Newton system. The complexity bounds for the algorithms with large- and small-update methodswere obtained, namely,O(qn^(p+q/q(P+1)log n/ε and O(q^2√n)log n/ε,respectlvely. In the present paper we present a class of polynomial primal-dual interior-point algorithms for semidefmite optimization based on a kernel function. This kernel function is not a so-called self-regular function due to its growth term increasing linearly. Some new analysis tools were developed which can be used to deal with complexity "analysis of the algorithms which use analogous strategy in [5] to design the search directions for the Newton system. The complexity bounds for the algorithms with large- and small-update methodswere obtained, namely,O(qn^(p+q/q(P+1)log n/ε and O(q^2√n)log n/ε,respectlvely.
出处 《Journal of Shanghai University(English Edition)》 CAS 2006年第3期198-207,共10页 上海大学学报(英文版)
关键词 semidefinite optimization (SDO) primal-dual interior-point methods large- and small-update methods polynomial complexity semidefinite optimization (SDO), primal-dual interior-point methods, large- and small-update methods, polynomial complexity
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参考文献1

  • 1G. Q. Wang,Y. Q. Bai,C. Roos.Primal-Dual Interior-Point Algorithms for Semidefinite Optimization Based on a Simple Kernel Function[J].Journal of Mathematical Modelling and Algorithms.2005(4)

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