Improved smoothed analysis of the shadow vertex simplex method

被引:14
|
作者
Deshpande, A [1 ]
Spielman, DA [1 ]
机构
[1] MIT, Dept Math, Cambridge, MA 02139 USA
关键词
D O I
10.1109/SFCS.2005.44
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Spielman and Teng (JACM '04), proved that the smoothed complexity of a two-phase shadow-vertex method for linear programming is polynomial in the number of constraints n, the number of variables d, and the parameter of perturbation 1/sigma. The key geometric result in their proof was an upper bound of O(nd(3)/min (sigma,(9dln n)(-1/2))(6)) on the expected size of the shadow of the polytope defined by the perturbed linear program. In this paper, we give a much simpler proof of a better bound: When evaluated at sigma = (9dln n)(-1/2) this improves the size estimate from O(nd(6)In(3) n) to O(n(2) d(2) ln n). The improvement only becomes better as sigma decreases. The bound on the running time of the two-phase shadow vertex proved by Spielman and Teng is dominated by the exponent of sigma in the shadow-size bound. By reducing this exponent from 6 to 2, we decrease the exponent in the smoothed complexity of the two-phase shadow vertex method by a multiplicative factor of 3.
引用
收藏
页码:349 / 356
页数:8
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