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Stable Marriage with Groups of Similar Agents

机译:与类似特工团体的稳定婚姻

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Many important stable matching problems are known to be NP-hard, even when strong restrictions are placed on the input. In this paper we seek to identify structural properties of instances of stable matching problems which will allow us to design efficient algorithms using elementary techniques. We focus on the setting in which all agents involved in some matching problem can be partitioned into k different types, where the type of an agent determines his or her preferences, and agents have preferences over types (which may be refined by more detailed preferences within a single type). This situation would arise in practice if agents form preferences solely based on some small collection of agents' attributes. We also consider a generalisation in which each agent may consider some small collection of other agents to be exceptional, and rank these in a way that is not consistent with their types; this could happen in practice if agents have prior contact with a small number of candidates. We show that (for the case without exceptions), the well-known NP-hard matching problem Max SMTI (that of finding the maximum cardinality stable matching in an instance of stable marriage with ties and incomplete lists) belongs to the parameterised complexity class FPT when parameterised by the number of different types of agents needed to describe the instance. This tractability result can be extended to the setting in which each agent promotes at most one "exceptional" candidate to the top of his/her list (when preferences within types are not refined), but the problem remains NP-hard if preference lists can contain two or more exceptions and the exceptional candidates can be placed anywhere in the preference lists.
机译:即使对输入设置了严格的限制,许多重要的稳定匹配问题也是已知的NP难题。在本文中,我们试图确定稳定匹配问题实例的结构性质,这将使我们能够使用基本技术来设计有效的算法。我们专注于这样的设置,在该设置中,可以将涉及某个匹配问题的所有座席分为k种不同的类型,其中,座席的类型决定了他或她的偏好,而座席对类型的偏好(可以通过内部的更详细的偏好进行细化)单一类型)。如果代理仅基于代理属性的少量集合来形成偏好,则在实践中会出现这种情况。我们还考虑了一种概括,即每个代理可能认为其他代理的少量集合是例外的,并以与它们的类型不一致的方式对它们进行排序;如果代理商事先与少量候选人联系,这在实践中可能会发生。我们证明(对于无例外情况),众所周知的NP硬匹配问题Max SMTI(在具有联系和不完整列表的稳定婚姻实例中找到最大基数稳定匹配的问题)属于参数化复杂度类FPT通过描述实例所需的不同类型的代理数量进行参数化时。这种易处理性结果可以扩展到每个代理最多将一个“例外”候选人提升到其列表顶部的设置(当类型中的首选项未得到细化时),但是如果首选项列表可以解决问题,则问题仍然很棘手。包含两个或多个例外,并且例外候选者可以放在首选项列表中的任何位置。

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