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A Review of the Role of Sensors in Mobile Context-Aware Recommendation Systems

机译:传感器在移动上下文感知推荐系统中的作用综述

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Recommendation systems are specialized in offering suggestions about specific items of different types (e.g., books, movies, restaurants, and hotels) that could be interesting for the user. They have attracted considerable research attention due to their benefits and also their commercial interest. Particularly, in recent years, the concept of context-aware recommendation system has appeared to emphasize the importance of considering the context of the situations in which the user is involved in order to provide more accurate recommendations. The detection of the context requires the use of sensors of different types, which measure different context variables. Despite the relevant role played by sensors in the development of context-aware recommendation systems, sensors and recommendation approaches are two fields usually studied independently. In this paper, we provide a survey on the use of sensors for recommendation systems. Our contribution can be seen from a double perspective. On the one hand, we overview existing techniques used to detect context factors that could be relevant for recommendation. On the other hand, we illustrate the interest of sensors by considering different recommendation use cases and scenarios.
机译:推荐系统专用于提供对用户可能感兴趣的不同类型的特定项目(例如,书籍,电影,饭店和旅馆)的建议。由于它们的益处以及商业利益,它们已经引起了相当多的研究关注。特别地,近年来,上下文感知推荐系统的概念似乎强调了考虑用户所涉及的情况的上下文以便提供更准确的推荐的重要性。对上下文的检测需要使用不同类型的传感器,这些传感器测量不同的上下文变量。尽管传感器在情境感知推荐系统的开发中发挥了相关的作用,但是传感器和推荐方法通常是两个独立研究的领域。在本文中,我们对推荐系统中传感器的使用情况进行了调查。我们的贡献可以从双重角度看。一方面,我们概述了用于检测可能与推荐相关的背景因素的现有技术。另一方面,我们通过考虑不同的推荐用例和场景来说明传感器的兴趣。

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