New algorithms for k-center and extensions

被引:0
作者
René Brandenberg
Lucia Roth
机构
[1] Technische Universität München,Zentrum Mathematik
来源
Journal of Combinatorial Optimization | 2009年 / 18卷
关键词
Approximation algorithms; Branch-and-bound; Computational geometry; Geometric inequalities; Containment; Core-sets; -center; Diameter partition; SOCP; 2-SAT;
D O I
暂无
中图分类号
学科分类号
摘要
The problem of interest is covering a given point set with homothetic copies of several convex containers C1,…,Ck, while the objective is to minimize the maximum over the dilatation factors. Such k-containment problems arise in various applications, e.g. in facility location, shape fitting, data classification or clustering. So far most attention has been paid to the special case of the Euclidean k-center problem, where all containers Ci are Euclidean unit balls. Recent developments based on so-called core-sets enable not only better theoretical bounds in the running time of approximation algorithms but also improvements in practically solvable input sizes. Here, we present some new geometric inequalities and a Mixed-Integer-Convex-Programming formulation. Both are used in a very effective branch-and-bound routine which not only improves on best known running times in the Euclidean case but also handles general and even different containers among the Ci.
引用
收藏
页码:376 / 392
页数:16
相关论文
共 31 条
  • [1] Agarwal PK(1998)Efficient algorithms for geometric optimization ACM Comput Surv 30 412-458
  • [2] Sharir M(1986)Diameter partitioning Discrete Comput Geom 1 265-276
  • [3] Avis D(2000)Covering a set of points by two axis-parallel boxes Inf Process Lett 75 95-100
  • [4] Bespamyatnikh S(1938)Convex regions and projections in Minkowski spaces Ann Math 39 301-308
  • [5] Segal M(1999)More planar two-center algorithms Comput Geom Theory Appl 13 189-198
  • [6] Bohnenblust HF(1985)Clustering to minimize the maximum intercluster distance Theor Comput Sci 38 293-306
  • [7] Chan TM(1992)Inner and outer j-radii of convex bodies in finite-dimensional normed spaces Discrete Comput Geom 7 255-280
  • [8] Gonzalez TF(1994)On the complexity of some basic problems in computational convexity I: Containment problems Discrete Math 136 129-174
  • [9] Gritzmann P(2002)The 2-center problem with obstacles J Algebra 42 109-134
  • [10] Klee V(1923)Über Mengen konvexer Körper mit gemeinschaftlichen Punkten Jahresbericht Deutsch Math Verein 32 175-176