Daniel Berend ; Steven S. Skiena ; Yochai Twitto
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Combinatorial Dominance Guarantees for Heuristic Algorithms
dmtcs:3537 -
Discrete Mathematics & Theoretical Computer Science,
January 1, 2007,
DMTCS Proceedings vol. AH, 2007 Conference on Analysis of Algorithms (AofA 07)
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https://doi.org/10.46298/dmtcs.3537
Combinatorial Dominance Guarantees for Heuristic AlgorithmsConference paper
Authors: Daniel Berend 1,2; Steven S. Skiena 3; Yochai Twitto 2
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Daniel Berend;Steven S. Skiena;Yochai Twitto
1 Department of Mathematics [Be'er Sheva]
2 Department of Computer Science [Beer-Sheva]
3 Computer Science Department [SUNY]
An f(n)dominance bound on a heuristic for some problem is a guarantee that the heuristic always returns a solution not worse than at least f(n) solutions. In this paper, we analyze several heuristics for Vertex Cover, Set Cover, and Knapsack for dominance bounds. In particular, we show that the well-known maximal matching heuristic of Vertex Cover provides an excellent dominance bound. We introduce new general analysis techniques which apply to a wide range of problems and heuristics for this measure. Certain general results relating approximation ratio and combinatorial dominance guarantees for optimization problems over subsets are established. We prove certain limitations on the combinatorial dominance guarantees of polynomial-time approximation schemes (PTAS), and give inapproximability results for the problems above.
Daniel Berend;Steven S. Skiena;Yochai Twitto, Springer optimization and its applications, Dominance Certificates for Combinatorial Optimization Problems, pp. 107-122, 2018, 10.1007/978-3-319-94830-0_6.
Yochai Twitto, 2008, Dominance guarantees for above-average solutions, Discrete Optimization, 5, 3, pp. 563-568, 10.1016/j.disopt.2007.11.009.