旧的线性规划算法在多项式时间内运行

Boris Yamnitsky, L. Levin
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引用次数: 41

摘要

求解线性规划的椭球算法近年来受到了广泛的关注。EA在[N76]中被提出,并在[K79, G81]等著作中得到发展。它是对[L65]中提出的Method of Centralized Splitting的修改,与EA有两个本质的区别。首先,[L65]用单纯形代替椭球体;其次,我们承认,在剩余的多面体被封闭成体积较小的单纯形之前,可能需要对n维单纯形进行多次(q(n))次分裂。根据[L65]的推论,只有一个非常粗略的上限值q(n)≪nlog(n)。这并不意味着计算时间的多项式性,因为n, log(n)次分割可能会使单纯形非常复杂。我们在下面证明,q(n)= 1。设问题是求x∈Rn满足Ax < 0,其中A是秩为n的m × n矩阵。我们通过约束(e - Ax) = 1使解归一化,其中e < 0。算法每一步考虑一个包含所有解的单纯形BAx≥0,其中B是一个非负的n × m矩阵,det(BA)≠0。我们用ΔB表示这个单纯形,体积用VB表示,中心用CB表示。最初我们取一个任意的B, e = BT(1,…,1)。
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An old linear programming algorithm runs in polynomial time
The Ellipsoid Algorithm (EA) for linear programming attracted recently great attention. EA was proposed in [N76] and developed in [K79, G81] and other works. It is a modification of Method of Centralized Splitting presented in [L65], which differs from EA in two essential respects. Firstly, [L65] uses simplexes instead of ellipsoids; it is admitted, secondly, that, several (q(n))splittings of the n-dimensional simplex may be needed before the remaining polyhedron can be enclosed into a simplex of a smaller volume. Only a very rough upper bound q(n) ≪ nlog(n)follows from the reasoning of [L65]. This does not imply polynomiality of the computation time, since n, log(n) splittings may make the simplex very complex. We prove below that, q(n)= 1. Let the problem be to find x∈Rn such that Ax ≫ 0, where A is an m × n matrix of rank n. We normalize solutions by a restriction (e - Ax) = 1 where e ≫ 0. On every step the algorithm considers a simplex BAx ≥ 0 containing all solutions, where B is a non-negative n × m matrix with det(BA) ≠ 0. Let us denote this simplex by ΔB, its volume by VB and its center by CB. Initially we take an arbitrary B and e = BT(1,..,1).
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