Linear-time algorithms for linear programming in R3 and related problems

N. Megiddo
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引用次数: 890

Abstract

Linear-time for Linear Programming in R2 and R3 are presented. The methods used are applicable for some other problems. For example, a linear-time algorithm is given for the classical problem of finding the smallest circle enclosing n given points in the plane. This disproves a conjecture by Shamos and Hoey that this problem requires Ω(n log n) time. An immediate consequence of the main result is that the problem of linear separability is solvable in linear-time. This corrects an error in Shamos and Hoey's paper, namely, that their O(n log n) algorithm for this problem in the plane was optimal. Also, a linear-time algorithm is given for the problem of finding the weighted center of a tree and algorithms for other common location-theoretic problems are indicated. The results apply also to the problem of convex quadratic programming in three-dimensions. The results have already been extended to higher dimensions and we know that linear programming can be solved in linear-time when the dimension is fixed. This will be reported elsewhere; a preliminary report is available from the author.
R3中线性规划的线性时间算法及相关问题
给出了R2和R3中线性规划的线性时间。所采用的方法也适用于其他一些问题。例如,给出了求解平面上n个给定点的最小圆的经典问题的线性时间算法。这反驳了Shamos和Hoey的一个猜想,即这个问题需要Ω(n log n)时间。主要结果的一个直接结果是,线性可分性问题在线性时间内是可解的。这纠正了Shamos和Hoey论文中的一个错误,即他们在平面上解决这个问题的O(n log n)算法是最优的。同时,给出了求解树的加权中心问题的线性时间算法,并给出了求解其他常见定位理论问题的算法。所得结果同样适用于三维凸二次规划问题。结果已经推广到高维,我们知道当维数固定时,线性规划可以在线性时间内求解。这将在别处报告;可从作者处获得一份初步报告。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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