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An Ontology-based Webpage Classification Approach for the Knowledge Grid Environment

机译:知识网格环境中基于本体的网页分类方法

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With the rapid growth of the amount of information available in the Web, webpage classification technologies are widely employed by many search engines in order to formulate user queries and make users' search tasks easier. Knowledge Grid is a new form of Web environment, in which a Resource Space Model is employed in order to classify available semantic documents within the Web environment. However, it is well known that the semantic documents are proportionally small in relation to the whole Web documents, and the Resource Space Model cannot process these Web documents without semantic supports. In order to solve the above issue, in this paper, we present a novel ontology-based webpage classification method for the Knowledge Grid environment, which utilizes generated metadata from webpages as the intermedium to classify the webpages by ontology concepts. We design a conceptual model of a Webpage Classification Agent and build the prototype in a chosen domain. A series of experiments have been conducted using the prototype in order to evaluate the conceptual model. Conclusions about the evaluation are drawn in the final section.
机译:随着Web中可用信息量的迅速增长,网页分类技术已被许多搜索引擎广泛采用,以制定用户查询并简化用户的搜索任务。知识网格是Web环境的一种新形式,其中采用了资源空间模型以对Web环境中的可用语义文档进行分类。但是,众所周知,语义文档相对于整个Web文档来说是成比例的小,并且在没有语义支持的情况下,资源空间模型无法处理这些Web文档。为了解决上述问题,本文提出了一种新的知识网格环境的基于本体的网页分类方法,该方法利用网页产生的元数据作为中介,通过本体概念对网页进行分类。我们设计了网页分类代理的概念模型,并在选定的域中构建了原型。为了评估概念模型,已经使用该原型进行了一系列实验。有关评估的结论在最后一部分中给出。

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