最小基数集覆盖问题的混合启发式算法

Francis J. Vasko, G. Wilson
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引用次数: 35

摘要

最小基数集覆盖问题(MCSCP)往往比加权集覆盖问题更难解决,因为与每个变量相关的成本或权重是相同的。由于MCSCP是np完全的,大型问题实例通常使用某种形式的贪婪启发式来解决。本文针对贪心启发式的两种常见形式,开发并测试了混合算法。尽管所有被测试的算法都有由Ho[7]提供的相同的最坏情况边界,但对60个大型随机生成问题的经验结果表明,一种算法比其他算法表现得更好。
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Hybrid heuristics for minimum cardinality set covering problems
Minimum cardinality set covering problems (MCSCP) tend to be more difficult to solve than weighted set covering problems because the cost or weight associated with each variable is the same. Since MCSCP is NP-complete, large problem instances are commonly solved using some form of a greedy heuristic. In this paper hybrid algorithms are developed and tested against two common forms of the greedy heuristic. Although all the algorithms tested have the same worst case bounds provided by Ho [7], empirical results for 60 large randomly generated problems indicate that one algorithm performed better than the others.
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