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Entertainment recommender systems for group of users

机译:针对用户群的娱乐推荐系统

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摘要

Recommender systems are used to recommend potentially interesting items to users in different domains. Nowadays, there is a wide range of domains in which there is a need to offer recommendations to group of users instead of individual users. As a consequence, there is also a need to address the preferences of individual members of a group of users so as to provide suggestions for groups as a whole. Group recommender systems present a whole set of new challenges within the field of recommender systems. In this article, we present two expert recommender systems that suggest entertainment to groups of users. These systems, jMusicCroupRecomtnender and jMoviesGroupRecommender, suggest music and movies and utilize different methods for the generation of group recommendations: merging recommendations made for individuals, aggregation of individuals' ratings, and construction of group preference models. We also describe the results obtained when comparing different group recommendation techniques in both domains.
机译:推荐系统用于向不同域中的用户推荐潜在的有趣项目。如今,存在众多领域,其中需要向用户组而不是单个用户提供建议。结果,还需要解决一组用户的单个成员的偏好,以便为整个组提供建议。团体推荐系统在推荐系统领域提出了一系列新挑战。在本文中,我们介绍了两个专家推荐系统,它们可以向用户组提出娱乐建议。这些系统jMusicCroupRecomtnender和jMoviesGroupRecommender会建议音乐和电影,并利用不同的方法来生成组推荐:合并针对个人的推荐,个人评分的汇总以及组偏好模型的构建。我们还将描述在两个领域中比较不同的小组推荐技术时获得的结果。

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  • 来源
    《Expert Systems with Application》 |2011年第11期|p.14127-14135|共9页
  • 作者单位

    ISISTAK Facultad de Ciencias Exactas, UNCPBA Campus Universitario, Paraje Arroyo Seco, Tandil, Argentina CONICET, Consejo National de Investigations Cientlficas y Ticnicas, Argentina;

    ISISTAK Facultad de Ciencias Exactas, UNCPBA Campus Universitario, Paraje Arroyo Seco, Tandil, Argentina CONICET, Consejo National de Investigations Cientlficas y Ticnicas, Argentina;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    croup recommender system; croup model; preference aggregation;

    机译:croup推荐系统;croup模型;偏好聚合;

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