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SOME APPROACHES TO TEXT MINING AND THEIR POTENTIAL FOR SEMANTIC WEB APPLICATIONS

机译:语义网络应用中文本挖掘的一些方法及其潜力

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In this paper we describe some approaches to text mining, which are supported by an original software system developed in Java for support of information retrieval and text mining (JBowl), as well as its possible use in a distributed environment. The system JBowl1 is being developed as an open source software with the intention to provide an easily extensible, modular framework for pre-processing, indexing and further exploration of large text collections. The overall architecture of the system is described, followed by some typical use case scenarios, which have been used in some previous projects. Then, basic principles and technologies used for service-oriented computing, web services and semantic web services are presented. We further discuss how the JBowl system can be adopted into a distributed environment via technologies available already and what benefits can bring such an adaptation. This is in particular important in the context of a new integrated EU-funded project KP-Lab2 (Knowledge Practices Laboratory) that is briefly presented as well as the role of the proposed text mining services, which are currently being designed and developed there.
机译:在本文中,我们描述了一些文本挖掘方法,这些方法得到了Java开发的,用于支持信息检索和文本挖掘(JBowl)的原始软件系统的支持,以及在分布式环境中的可能用途。 JBowl1系统正在开发为一种开源软件,旨在为大型文本集合的预处理,索引编制和进一步探索提供易于扩展的模块化框架。描述了系统的总体架构,然后介绍了一些典型的用例场景,这些场景已在先前的一些项目中使用。然后,介绍了用于面向服务的计算,Web服务和语义Web服务的基本原理和技术。我们将进一步讨论如何通过已经可用的技术将JBowl系统应用于分布式环境,以及将带来什么样的好处。在由欧盟资助的一个新的综合项目KP-Lab2(知识实践实验室)的背景下,这一点尤其重要,该项目目前正在这里设计和开发,并且简要介绍了提议的文本挖掘服务的作用。

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