An automatic Web wrapper for extracting information from Web sources, using clustering techniques

N. Papadakis, Dimitrios Skoutas, Konstantinos A. Raftopoulos, T. Varvarigou
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引用次数: 4

Abstract

We present a fully automated system (wrapper) for extracting information from semistructured Web pages. The emerging need for such systems occurs due to the need for going beyond the concept of "human browsing" by automating the process of information retrieval enabling further utilization by targeted applications. The key idea in our novel system is to exploit the format of the information contained in the Web pages discovering the underlying structure and finally maps it to semantic relationships. In doing this we identify one section of the Web page as the one containing the useful information and we proceed in extracting semantic tokens contained in this section by using clustering techniques and other tools of statistical origin. Our innovation consists in building a system that can operate without human intervention or training and yet achieving excellent extraction precision and recall.
使用集群技术从Web源提取信息的自动Web包装器
我们提出了一个完全自动化的系统(包装器),用于从半结构化的Web页面中提取信息。对这类系统的需求之所以出现,是因为需要通过自动化信息检索过程来超越“人类浏览”的概念,从而使目标应用程序能够进一步利用这些信息。我们的新系统的关键思想是利用Web页面中包含的信息的格式,发现底层结构,并最终将其映射到语义关系。在此过程中,我们将Web页面的一个部分确定为包含有用信息的部分,并通过使用聚类技术和其他统计来源工具继续提取该部分中包含的语义标记。我们的创新在于建立一个系统,可以在没有人为干预或训练的情况下运行,但仍能实现出色的提取精度和召回率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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