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A Recommender System for Telecom Users: Experimental Evaluation of Recommendation Algorithms

机译:电信用户推荐系统:推荐算法的实验评估

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摘要

The increasing flourish of available services in telecom domain offers more choices to the end user. On the other hand, such wide offer cannot be completely evaluated by the user, and some services may pass unobserved even if useful. To face this issue, the usage of recommendation systems in telecom domain is growing, to directly notify the user about the presence of services which may meet user interests. Recommendation can be seen as an advanced form of personalization, because user preferences are used to predict the interests of users for a new service. In this paper we propose a recommender system for users of telecom services, based on different collaborative filtering algorithms applied to a complex data-set of telecom users. Experiments on the recommendation performance and accuracy are conducted to test the different effects of different algorithms on a data set coming from the telecom domain.
机译:电信领域中日益丰富的可用服务为最终用户提供了更多选择。另一方面,这样的广泛报价不能被用户完全评估,并且即使有用,某些服务也可能无法通过。面对这个问题,在电信领域中推荐系统的使用正在增长,以直接通知用户有关可能满足用户兴趣的服务的存在。推荐可以看作是个性化的高级形式,因为用户首选项用于预测用户对新服务的兴趣。在本文中,我们基于适用于复杂电信用户数据集的不同协作过滤算法,为电信服务用户提出了一种推荐系统。进行了推荐性能和准确性的实验,以测试不同算法对来自电信领域的数据集的不同影响。

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