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[会议论文]

Approximation Algorithms for Maximum Coverage with Group Budget Constraints

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author:

Guo, Longkun (Guo, Longkun.) [1] (Scholars:郭龙坤) | Li, Min (Li, Min.) [2] | Xu, Dachuan (Xu, Dachuan.) [3]

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CPCI-S EI Scopus

Abstract:

In this paper, we study the maximum coverage problem with group budget constraints (MCG) that generalizes the maximum coverage problem. Given a ground set U in which i E U has a non-negative weight w,, a positive integer k and a collection of sets S, the maximum coverage problem is to pick k sets of S to maximize the total weight of their union. In MCG, S is partitioned into groups g1,, c and the goal is to pick k sets from S to maximize the total weight of their union, with at most ni E Z sets being picked from group ci. For MCG with n,/ = 1, Vi, we first present a factor 1 eapproximation algorithm which runs in exponential time. Then we improve the runtime of the algorithm to 0 ( (m n q)3.5 L k3.5 q7 L) where 1,51 = m, =12, q is the number of groups, and L is the length of the input. The key idea of the improvement is to model selecting groups for MCG as computing a constrained flow in a corresponding auxiliary graph. It is also shown that the algorithm can be extended to solve MCG with general ni. Later, based on the main idea of partition we further improve the runtime of the algorithm to 0((m n q)3.5 L k(51.5 L), while compromise the approximation ratio to 1 e+-5-1, where (5 > 2 is any fixed integer. Consequently, we can balance approximation ratio and runtime of the algorithm by setting the value of S. This improves the previous best ratio of 0.5 on MCG due to Chekuri and Kumar [4].

Keyword:

Approximation algorithm Auxiliary graph Maximum coverage problem with group budget constraints Network flow Partition Randomized linear programming rounding

Community:

  • [ 1 ] [Guo, Longkun]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China
  • [ 2 ] [Li, Min]Shandong Normal Univ, Sch Math & Stat, Jinan 250014, Peoples R China
  • [ 3 ] [Xu, Dachuan]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

Reprint 's Address:

  • [Xu, Dachuan]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

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Source :

COMBINATORIAL OPTIMIZATION AND APPLICATIONS, COCOA 2017, PT II

ISSN: 0302-9743

Year: 2017

Volume: 10628

Page: 362-376

Language: English

0 . 4 0 2

JCR@2005

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count: 4

30 Days PV: 1

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