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Local ratio method on partial set multi-cover

Author

Listed:
  • Yingli Ran

    (Xinjiang University)

  • Yishuo Shi

    (Xinjiang University)

  • Zhao Zhang

    (Zhejiang Normal University)

Abstract

In this paper, we study the minimum partial set multi-cover problem (PSMC). Given an element set E, a collection of subsets $${\mathcal {S}}\subseteq 2^E$$ S ⊆ 2 E , a cost $$c_S$$ c S on each set $$S\in {\mathcal {S}}$$ S ∈ S , a covering requirement $$r_e$$ r e for each element $$e\in E$$ e ∈ E , and an integer k, the PSMC problem is to find a sub-collection $${\mathcal {F}}\subseteq {\mathcal {S}}$$ F ⊆ S to fully cover at least k elements such that the cost of $${\mathcal {F}}$$ F is as small as possible, where element e is fully covered by $${\mathcal {F}}$$ F if it belongs to at least $$r_e$$ r e sets of $${\mathcal {F}}$$ F . This paper presents an approximation algorithm using local ratio method achieving performance ratio $$\max \left\{ \frac{\Delta }{k}\left( \frac{1}{f-r_{\min }}+\frac{r_{\max }}{r_{\min }}\right) ,\frac{1}{\rho }+\frac{f}{r_{\min }}+\frac{1}{r_{\max }}-\frac{1}{\rho r_{\max }}-1,\frac{1}{\rho }\right\} $$ max Δ k 1 f - r min + r max r min , 1 ρ + f r min + 1 r max - 1 ρ r max - 1 , 1 ρ , where $$\Delta $$ Δ is the size of a maximum set, f is the maximum number of sets containing a common element, $$\rho $$ ρ is the minimum percentage of elements required to be fully covered during iterations of the algorithm, and $$r_{\max }$$ r max and $$r_{\min }$$ r min are the maximum and the minimum covering requirement, respectively. In particular, when $$r_{\max }$$ r max is a constant, the first term can be omitted. Notice that our ratio coincides with the classic ratio f for both the set multi-cover problem (in which case $$k=|E|$$ k = | E | ) and the partial set single-cover problem (in which case $$r_{\max }=1$$ r max = 1 ). However, when $$k 1$$ r max > 1 , the ratio might be as large as $$\Theta (n)$$ Θ ( n ) . This result shows an interesting “shock wave like” feature of approximating PSMC. The purpose of this paper is trying to arouse some interest in such a feature and attract more work on this challenging problem.

Suggested Citation

  • Yingli Ran & Yishuo Shi & Zhao Zhang, 2017. "Local ratio method on partial set multi-cover," Journal of Combinatorial Optimization, Springer, vol. 34(1), pages 302-313, July.
  • Handle: RePEc:spr:jcomop:v:34:y:2017:i:1:d:10.1007_s10878-016-0066-0
    DOI: 10.1007/s10878-016-0066-0
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    References listed on IDEAS

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    1. V. Chvatal, 1979. "A Greedy Heuristic for the Set-Covering Problem," Mathematics of Operations Research, INFORMS, vol. 4(3), pages 233-235, August.
    2. FISHER, Marshall L. & WOLSEY, Laurence A., 1982. "On the greedy heuristic for continuous covering and packing problems," LIDAM Reprints CORE 505, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
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    4. Gregory Dobson, 1982. "Worst-Case Analysis of Greedy Heuristics for Integer Programming with Nonnegative Data," Mathematics of Operations Research, INFORMS, vol. 7(4), pages 515-531, November.
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    Cited by:

    1. Yishuo Shi & Yingli Ran & Zhao Zhang & James Willson & Guangmo Tong & Ding-Zhu Du, 2019. "Approximation algorithm for the partial set multi-cover problem," Journal of Global Optimization, Springer, vol. 75(4), pages 1133-1146, December.

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