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Preference Handling In Combinatorial Domains: From Ai To Social Choice

机译:组合领域中的偏好处理:从人工智能到社会选择

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摘要

In both individual and collective decision making, the space of alternatives from which the agent (or the group of agents) has to choose often has a combinatorial (or multiattribute) structure. We give an introduction to preference handling in combinatorial domains in the context of collective decision making and show that the considerable body of work on preference representation and elicitation that AI researchers have been working on for several years is particularly relevant. After giving an overview of languages for compact representation of preferences, we discuss problems in voting in combinatorial domains and then focus on multiagent resource allocation and fair division. These issues belong to a larger field, which is known as computational social choice and which brings together ideas from AI and social choice theory, to investigate mechanisms for collective decision making from a computational point of view. We conclude by briefly describing some of the other research topics studied in computational social choice.
机译:在个人决策和集体决策中,代理(或代理组)必须选择的替代空间通常具有组合(或多属性)结构。我们在集体决策的背景下介绍了组合域中的偏好处理,并显示了AI研究人员多年来从事的大量关于偏好表示和启发的工作尤其重要。在概述了用于偏好的紧凑表示的语言的概述之后,我们讨论了组合域中的投票问题,然后着重于多主体资源分配和公平分配。这些问题属于一个较大的领域,被称为计算社会选择,它将人工智能和社会选择理论的思想融为一体,从计算角度研究集体决策的机制。最后,我们简要介绍计算社会选择中的其他一些研究主题。

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