A POTENTIAL REDUCTION ALGORITHM ALLOWING COLUMN GENERATION

被引:50
作者
Ye, Yinyu [1 ]
机构
[1] Univ Iowa, Dept Management Sci, Iowa City, IA 52242 USA
基金
美国国家科学基金会;
关键词
linear inequality; linear programming; analytic center; potential function; column generation;
D O I
10.1137/0802002
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Using the Dantzig-Wolfe decomposition technique, a potential reduction algorithm allowing column generation for the linear feasibility (LF) problem is developed. The point of departure is a simple containing polytope and its analytic center. In each iteration, an inequality violated at the current center is selected, used to cut the polytope, and then used to find the new center for the shrunken polytope. The potential value associated with the containing polytope is reduced by a constant at each step, and the algorithm is terminated in a polynomial time that depends only on the number and data length of the inequalities generated in the iterative process.
引用
收藏
页码:7 / 20
页数:14
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