Dynamic Geometric Set Cover and Hitting Set

Author:

Agarwal Pankaj1ORCID,Chang Hsien-Chih2ORCID,Suri Subhash3ORCID,Xiao Allen1ORCID,Xue Jie4ORCID

Affiliation:

1. Duke University, Durham, USA

2. Dartmouth College, Hanover, USA

3. University of California at Santa Barbara, Santa Barbara, USA

4. New York Universtiy Shanghai, Shanghai, China

Abstract

We investigate dynamic versions of geometric set cover and hitting set where points and ranges may be inserted or deleted, and we want to efficiently maintain an (approximately) optimal solution for the current problem instance. While their static versions have been extensively studied in the past, surprisingly little is known about dynamic geometric set cover and hitting set. For instance, even for the most basic case of one-dimensional interval set cover and hitting set, no nontrivial results were known. The main contribution of our article are two frameworks that lead to efficient data structures for dynamically maintaining set covers and hitting sets in ℝ 1 and ℝ 2 . The first framework uses bootstrapping and gives a (1 + ε)-approximate data structure for dynamic interval set cover in ℝ 1 with O ( n α / ε) amortized update time for any constant α > 0; in ℝ 2 , this method gives O (1)-approximate data structures for unit-square set cover and hitting set with O ( n 1/2+α ) amortized update time. The second framework uses local modification and leads to a (1 + ε)-approximate data structure for dynamic interval hitting set in ℝ 1 with Õ(1/ε) amortized update time; in ℝ 2 , it gives O (1)-approximate data structures for unit-square set cover and hitting set in the partially dynamic settings with Õ(1) amortized update time.

Publisher

Association for Computing Machinery (ACM)

Subject

Mathematics (miscellaneous)

Reference24 articles.

1. Amir Abboud, Raghavendra Addanki, Fabrizio Grandoni, Debmalya Panigrahi, and Barna Saha. 2019. Dynamic set cover: Improved algorithms and lower bounds. In 51st Annual ACM SIGACT Symposium on Theory of Computing. ACM, 114–125.

2. Pankaj K. Agarwal, Hsien-Chih Chang, Subhash Suri, Allen Xiao, and Jie Xue. 2020. Dynamic geometric set cover and hitting set. In 36th International Symposium on Computational Geometry (SoCG).

3. Pankaj K. Agarwal and Jiangwei Pan. 2014. Near-linear algorithms for geometric hitting sets and set covers. In 30th Annual Symposium on Computational Geometry. ACM, 271.

4. Pankaj K. Agarwal, Junyi Xie, Jun Yang, and Hai Yu. 2005. Monitoring continuous band-join queries over dynamic data. In 16th International Symposium on Algorithms and Computation (ISAAC). Springer, 349–359.

5. Jon Louis Bentley. 1978. Decomposable Searching Problems. Technical Report. Carnegie-Mellon University, Department of Computer Science.

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