COMPLEXITY ESTIMATES OF SOME CUTTING PLANE METHODS BASED ON THE ANALYTIC BARRIER

被引:74
作者
NESTEROV, Y [1 ]
机构
[1] CENT ECON & MATH INST,MOSCOW 117481,RUSSIA
关键词
NONSMOOTH OPTIMIZATION; CUTTING PLANE METHODS; ANALYTIC BARRIER; SELF-CONCORDANT FUNCTIONS;
D O I
10.1007/BF01585556
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper we establish the efficiency estimates for two cutting plane methods based on the analytic barrier, We prove that the rate of convergence of the second method is optimal uniformly in the number of variables, We present a modification of the second method. In this modified version each test point satisfies an approximate centering condition. We also use the standard strategy for updating approximate Hessians of the logarithmic barrier function. We prove that the rate of convergence of the modified scheme remains optimal and demonstrate that the number of Newton steps in the auxiliary minimization processes is bounded by an absolute constant. We also show that the approximate Hessian strategy significantly improves the total arithmetical complexity of the method.
引用
收藏
页码:149 / 176
页数:28
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