A new efficient large-update primal-dual interior-point method based on a finite barrier

被引:92
|
作者
Bai, YQ
El Ghami, M [1 ]
Roos, C
机构
[1] Shanghai Univ, Dept Math, Shanghai 200436, Peoples R China
[2] Delft Univ Technol, Fac Informat Technol & Syst, NL-2600 GA Delft, Netherlands
关键词
linear optimization; interior-point method; primal-dual method; large-update method; polynomial complexity;
D O I
10.1137/S1052623401398132
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We introduce a new barrier-type function which is not a barrier function in the usual sense: it has finite value at the boundary of the feasible region. Despite this, the iteration bound of a large-update interior-point method based on this function is shown to be O(rootn (log n/epsilon) log n), which is as good as the currently best known bound for large-update methods. The recently introduced property of exponential convexity for the kernel function underlying the barrier function, as well as the strong convexity of the kernel function, are crucial in the analysis.
引用
收藏
页码:766 / 782
页数:17
相关论文
共 50 条
  • [1] A dynamic large-update primal-dual interior-point method for linear optimization
    Peng, JM
    Terlaky, T
    [J]. OPTIMIZATION METHODS & SOFTWARE, 2002, 17 (06): : 1077 - 1104
  • [2] LARGE-UPDATE PRIMAL-DUAL INTERIOR-POINT ALGORITHM FOR SEMIDEFINITE OPTIMIZATION
    Cho, Gyeong-Mi
    [J]. PACIFIC JOURNAL OF OPTIMIZATION, 2015, 11 (01): : 29 - 36
  • [3] A Large-Update Primal-Dual Interior-Point Method for Second-Order Cone Programming
    Fang, Liang
    He, Guoping
    Feng, Zengzhe
    Wang, Yongli
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2010, PT 1, PROCEEDINGS, 2010, 6063 : 102 - +
  • [4] A primal-dual large-update interior-point algorithm for P *(κ)-LCP based on a new class of kernel functions
    Ji, Ping
    Zhang, Ming-wang
    Li, Xin
    [J]. ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES, 2018, 34 (01): : 119 - 134
  • [5] A primal-dual large-update interior-point algorithm for P*(κ)-LCP based on a new class of kernel functions
    Ping Ji
    Ming-wang Zhang
    Xin Li
    [J]. Acta Mathematicae Applicatae Sinica, English Series, 2018, 34 : 119 - 134
  • [6] A Primal-dual Large-update Interior-point Algorithm for P*(κ)-LCP Based on a New Class of Kernel Functions
    Ping JI
    Ming-wang ZHANG
    Xin LI
    [J]. Acta Mathematicae Applicatae Sinica, 2018, 34 (01) : 119 - 134
  • [7] A Class of New Large-Update Primal-Dual Interior-Point Algorithms for P*(κ) Nonlinear Complementarity Problems
    Chen, Hua Ping
    Zhang, Ming Wang
    [J]. ACTA MATHEMATICA SINICA-ENGLISH SERIES, 2011, 27 (10) : 1979 - 1994
  • [8] A class of new large-update primal-dual interior-point algorithms for P*(κ) nonlinear complementarity problems
    Hua Ping Chen
    Ming Wang Zhang
    [J]. Acta Mathematica Sinica, English Series, 2011, 27 : 1979 - 1994
  • [9] A class of large-update and small-update primal-dual interior-point algorithms for linear optimization
    Bai, Y. Q.
    Lesaja, G.
    Roos, C.
    Wang, G. Q.
    El Ghami, M.
    [J]. JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2008, 138 (03) : 341 - 359
  • [10] A Class of New Large-Update Primal-Dual Interior-Point Algorithms for P*(κ) Linear Complementarity Problems
    Chen, Huaping
    Zhang, Mingwang
    Zhao, Yuqin
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2009, PT 3, PROCEEDINGS, 2009, 5553 : 77 - 87