Worst- and Average-Case Robustness of Stable Matchings: (Counting) Complexity and Experiments

Kimon Boehmer, Niclas Boehmer
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Abstract

Focusing on the bipartite Stable Marriage problem, we investigate different robustness measures related to stable matchings. We analyze the computational complexity of computing them and analyze their behavior in extensive experiments on synthetic instances. For instance, we examine whether a stable matching is guaranteed to remain stable if a given number of adversarial swaps in the agent's preferences are performed and the probability of stability when applying swaps uniformly at random. Our results reveal that stable matchings in our synthetic data are highly unrobust to adversarial swaps, whereas the average-case view presents a more nuanced and informative picture.
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稳定匹配的最差和平均情况稳健性:(计数)复杂性与实验
我们以双方形稳定婚配问题为重点,研究了与稳定婚配相关的不同稳健性度量。我们分析了计算它们的计算复杂性,并在合成实例的广泛实验中分析了它们的行为。例如,我们研究了如果代理人的偏好中进行了一定数量的对抗性交换,是否能保证稳定匹配保持稳定,以及在均匀随机交换时的稳定概率。我们的结果表明,在我们的合成数据中,稳定匹配在对抗性交换面前是非常不稳定的,而平均情况的观点则展现了一幅更加细致入微、信息量更大的图景。
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