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Social Choice and the Problem of Recommending Essential Readings

机译:社会选择与推荐基本读物的问题

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We tackle the practical problem of finding a good rule to recommend a collective set of news items to a group of media consumers with possibly very disparate individual interest in the available items. For our analysis, we adapt a formal framework from voting theory in Computational Social Choice to the media setting in order to compare the performance of five recommendation rules with respect to several desirable properties of recommendation sets. Through simulations, we find that polarization of the audience limits how well these rules can perform in general. On the other hand, greater diversity or universality can be achieved at only low cost in utility.
机译:我们解决了一个实际问题,即找到一条好的规则来向一群媒体消费者推荐一组集体的新闻条目,这些消费者可能对个人的可用条目有非常不同的兴趣。对于我们的分析,我们将计算社会选择中的投票理论的正式框架改编为媒体设置,以比较五个推荐规则相对于推荐集的几个理想属性的表现。通过模拟,我们发现观众的两极分化限制了这些规则的总体表现。另一方面,可以以较低的实用成本实现更大的多样性或普遍性。

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