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Ontology-Aided Product Classification: A Nearest Neighbour Approach

机译:本体辅助产品分类:最接近的邻近方法

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In this paper we present a k-Nearest Neighbour case-based reasoning system for classifying products into an ontology of classes. Such a classifier is of particular use in the business-to-business electronic commerce industry, where maintaining accurate products catalogues is critical for accurate spend-analysis and effective trading. Universal classification schemas, such as the United Nations Standard Products and Services Code hierarchy, have been created to aid this process, but classifying items into such a hierarchical schema is a critical and costly task. While (semi)-automated classifiers have previously been explored, items not initially classified still have to be classified by hand in a costly process. To help overcome this issue, we develop a conversational approach which utilises the known relationship between classes to allow the user to come to a correct classification much more often with minimal effort.
机译:在本文中,我们介绍了一种基于K-CircleS邻的基于盒式箱的推理系统,用于将产品分类为类的本体。这样的分类器在商业到商业电子商务行业中特别使用,在那里维护准确的产品目录对于准确的分析和有效交易至关重要。已创建通用分类模式,例如联合国标准产品和服务代码层次结构,以帮助此过程,但将项目分类为此类分层模式是一个关键且成本昂贵的任务。虽然(半) - 先前已经探索了 - 起动分类机,但最初归类的物品仍然必须在昂贵的过程中用手分类。为了帮助克服这个问题,我们开发了一种对话方式,利用类之间的已知关系来允许用户更频繁地更常见的努力。

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