Area and Perimeter of the Convex Hull of Stochastic Points

被引:4
作者
Perez-Lantero, Pablo [1 ]
机构
[1] Univ Valparaiso, Escuela Ingn Civil Informat, Valparaiso, Chile
关键词
probabilistic point sets; convex hull; area; perimeter; distribution function; approximation;
D O I
10.1093/comjnl/bxv124
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
*Given a set P of n points in the plane, we study the computation of the probability distribution function of both the area and perimeter of the convex hull of a random subset S of P. The random subset S is formed by drawing each point p of P independently with a given rational probability pi(p). For both measures of the convex hull, we show that it is #P-hard to compute the probability that the measure is at least a given bound w. For epsilon is an element of(0, 1), we provide an algorithm that runs in O(n(6)/epsilon) time and returns a value that is between the probability that the area is at least w, and the probability that the area is at least (1 - epsilon) w. For the perimeter, we show a similar algorithm running in O(n(6)/epsilon) time. Finally, given epsilon, delta is an element of (0, 1) and for any measure, we show an O(n log n + (n/epsilon(2)) log(1/delta))-time Monte Carlo algorithm that returns a value that, with probability of success at least 1 - delta, differs at most epsilon from the probability that the measure is at least w.
引用
收藏
页码:1144 / 1154
页数:11
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