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ONTOLOGY POPULATION: AN APPLICATION FOR THE E-TOURISM DOMAIN

机译:本体人口:在电子旅游领域的应用

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摘要

The Semantic Web aims to extend the current Web standards and technologies so that the semantics of Web contents is machine processable. For the Semantic Web vision to become real, methods and mechanisms that assist in the creation of an initial pool of semantically described Web resources have been developed. However, these methods suffer from some problems such as lack of scalability and automation. Besides, most of them focus on English language resources and the cost of initial requirements is too high. In order to solve these drawbacks, this paper proposes a methodology for extracting semantic content from textual web documents to automatically instantiate a domain ontology (i.e., ontology population). In a first stage, the system obtains, through the GATE framework, a set of semantic annotations which are considered as ontology instance candidates. In a second stage, the semantic ambiguities are solved, and the annotations are related with their corresponding ontological entities. The methodology has been tested in a tourism domain corpus and the results of the validation process seem promising in terms of precision and recall.
机译:语义Web旨在扩展当前的Web标准和技术,以使Web内容的语义可以机器处理。为了使语义Web愿景成为现实,已经开发了有助于创建语义描述的Web资源初始池的方法和机制。但是,这些方法存在一些问题,例如缺乏可伸缩性和自动化。此外,他们大多集中在英语资源上,初始要求的成本太高。为了解决这些缺点,本文提出了一种从文本Web文档中提取语义内容以自动实例化领域本体(即本体填充)的方法。在第一阶段,系统通过GATE框架获得一组语义注释,这些语义注释被视为本体实例候选。在第二阶段,解决了语义歧义,并且将注释与其对应的本体实体相关联。该方法已在旅游领域语料库中进行了测试,验证过程的结果在准确性和召回性方面似乎很有希望。

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