Optimal Bound on the Combinatorial Complexity of Approximating Polytopes

被引:0
作者
Ary, Rahul [1 ]
Arya, Sunil [2 ]
da Fonseca, Guilherme D. [3 ,4 ]
Mount, David M. [5 ,6 ]
机构
[1] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
[2] Hong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Peoples R China
[3] Aix Marseille Univ, Univ Clermont Auvergne, LIS, Marseille, France
[4] LIMOS, Avignon, France
[5] Univ Maryland, Dept Comp Sci, College Pk, MD 20742 USA
[6] Univ Maryland, Inst Adv Comp Studies, College Pk, MD 20742 USA
来源
PROCEEDINGS OF THE 2020 ACM-SIAM SYMPOSIUM ON DISCRETE ALGORITHMS, SODA | 2020年
关键词
CONVEX-BODIES;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Convex bodies play a fundamental role in geometric computation, and approximating such bodies is often a key ingredient in the design of efficient algorithms. We consider the question of how to succinctly approximate a multidimensional convex body by a polytope. We are given a convex body K of unit diameter in Euclidean d-dimensional space (where d is a constant) along with an error parameter epsilon > 0. The objective is to determine a polytope of low combinatorial complexity whose Hausdorff distance from K is at most epsilon. By combinatorial complexity we mean the total number of faces of all dimensions of the polytope. In the mid-1970's, a result by Dudley showed that O(1/epsilon((d-1)/2)) facets suffice, and Bronshteyn and Ivanov presented a similar bound on the number of vertices. While both results match known worst-case lower bounds, obtaining a similar upper bound on the total combinatorial complexity has been open for over 40 years. Recently, we made a first step forward towards this objective, obtaining a suboptimal bound. In this paper, we settle this problem with an asymptotically optimal bound of O(1/epsilon((d-1)/2)). Our result is based on a new relationship between epsilon-width caps of a convex body and its polar. Using this relationship, we are able to obtain a volume-sensitive bound on the number of approximating caps that are \essentially different." We achieve our result by combining this with a variant of the witness-collector method and a novel variable-width layered construction.
引用
收藏
页码:786 / 805
页数:20
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