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A Hybrid Similarity Concept for Browsing Semi-structured Product Items

机译:浏览半结构化产品的混合相似性概念

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Personalization, information filtering and recommendation are key techniques helping online-customers to orientate themselves in e-commerce environments. Similarity is an important underlying concept for the above techniques. Depending on the representation mechanism of information items different similarity approaches have been established in the fields of information retrieval and case-based reasoning. However, many times product descriptions consist of both, structured attribute value pairs and free-text descriptions. Therefore, we present a hybrid similarity approach from information retrieval and case-based recommendation systems and enrich it with additional knowledge-based concepts like threshold values and explanations. Furthermore, we implemented our hybrid similarity concept in a service component and give evaluation results for the e-tourism domain.
机译:个性化,信息过滤和推荐是帮助在线客户在电子商务环境中定位自己的关键技术。相似性是上述技术的重要基础概念。根据信息项的表示机制,已经在信息检索和基于案例的推理领域建立了不同的相似性方法。但是,很多时候产品描述都由结构化属性值对和自由文本描述组成。因此,我们提出了一种基于信息检索和基于案例的推荐系统的混合相似性方法,并使用诸如阈值和解释之类的其他基于知识的概念来丰富它。此外,我们在服务组件中实现了混合相似性概念,并给出了电子旅游领域的评估结果。

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