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Approximation algorithm for prize-collecting vertex cover with fairness constraints

Author

Listed:
  • Mingchao Zhou

    (Zhejiang Normal University)

  • Zhao Zhang

    (Zhejiang Normal University)

  • Ding-Zhu Du

    (University of Texas at Dallas)

Abstract

Considering fairness has become increasingly important in recent research. This paper proposes the prize-collecting vertex cover problem with fairness constraints (FPCVC). In a prize-collecting vertex cover problem, those edges that are not covered incur penalties. By adding fairness concerns into the problem, the vertex set is divided into l groups, the goal is to find a vertex set to minimize the cost-plus-penalty value under the constraints that the profit of edges collected by each group exceeds a coverage requirement. In this paper, we propose a hybrid algorithm (combining deterministic rounding and randomized rounding) for the FPCVC problem which, with probability at least $$1-1/l^{\alpha }$$ 1 - 1 / l α , returns a feasible solution with an objective value at most $$\left( \frac{9(\alpha +1)}{2}\ln l+3\right) $$ 9 ( α + 1 ) 2 ln l + 3 times that of an optimal solution, where $$\alpha $$ α is a constant. We also show a lower bound of $$\Omega (\ln l)$$ Ω ( ln l ) for the approximability of FPCVC. Thus, our approximation ratio is asymptotically best possible. Experiments show that our algorithm performs fairly well empirically.

Suggested Citation

  • Mingchao Zhou & Zhao Zhang & Ding-Zhu Du, 2024. "Approximation algorithm for prize-collecting vertex cover with fairness constraints," Journal of Combinatorial Optimization, Springer, vol. 48(3), pages 1-18, October.
  • Handle: RePEc:spr:jcomop:v:48:y:2024:i:3:d:10.1007_s10878-024-01215-w
    DOI: 10.1007/s10878-024-01215-w
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    References listed on IDEAS

    as
    1. Chandra Chekuri & Tanmay Inamdar & Kent Quanrud & Kasturi Varadarajan & Zhao Zhang, 2022. "Algorithms for covering multiple submodular constraints and applications," Journal of Combinatorial Optimization, Springer, vol. 44(2), pages 979-1010, September.
    2. Rabin, Matthew, 1993. "Incorporating Fairness into Game Theory and Economics," American Economic Review, American Economic Association, vol. 83(5), pages 1281-1302, December.
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