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A Multi-tiered Recommender System Architecture for Supporting E-Commerce

机译:支持电子商务的多层推荐系统架构

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Nowadays, many e-Commerce tools support customers with automatic recommendations. Many of them are centralized and lack in efficiency and scalability, while other ones are distributed and require a computational overhead excessive for many devices. Moreover, all the past proposals are not "open" and do not allow new personalized terms to be introduced into the domain ontology. In this paper, we present a distributed recommender, based on a multi-tiered agent system, trying to face the issues outlined above. The proposed system is able to generate very effective suggestions without a too onerous computational task. We show that our system introduces significant advantages in terms of openess, privacy and security.
机译:如今,许多电子商务工具都通过自动推荐为客户提供支持。它们中的许多是集中式的,缺乏效率和可伸缩性,而其他的则是分布式的,并且对许多设备而言都需要过多的计算开销。而且,所有过去的提议都不是“开放的”,并且不允许将新的个性化术语引入领域本体。在本文中,我们提出了一个基于多层代理系统的分布式推荐器,试图解决上面概述的问题。所提出的系统能够产生非常有效的建议而无需繁重的计算任务。我们证明,我们的系统在开放性,隐私性和安全性方面具有明显的优势。

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