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Report on RecSys 2014 Workshop on New Trends in Content-Based Recommender Systems (CBRecSys 2014)

机译:关于Recsys 2014基于内容的推荐系统新趋势研讨会的报告(CBRecsys 2014)

摘要

While content-based recommendation has been applied successfully in many different domains, it has not seen the same level of attention as collaborative filtering techniques have. However, there are many recommendation domains and applications where content and metadata play a key role, either in addition to or instead of ratings and implicit usage data. For some domains, such as movies, the relationship between content and usage data has seen thorough investigation already, but for many other domains, such as books, news, scientific articles, and Web pages we still do not know if and how these data sources should be combined to provided the best recommendation performance. The CBRecSys 2014 workshop aimed to address this by providing a dedicated venue for papers dedicated to all aspects of content-based recommender systems.
机译:尽管基于内容的推荐已成功应用于许多不同的领域,但它却没有像协作过滤技术一样受到关注。但是,在许多推荐域和应用程序中,内容和元数据在评级和隐式使用数据的补充或替代中起着关键作用。对于某些领域,例如电影,内容和使用情况数据之间的关系已经进行了彻底的研究,但是对于许多其他领域,例如书籍,新闻,科学文章和网页,我们仍然不知道这些数据源是否以及如何使用应该结合使用以提供最佳推荐性能。 CBRecSys 2014研讨会旨在通过为专用于基于内容的推荐系统各个方面的论文提供专用的场所来解决此问题。

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