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An Ontology-Guided Approach to Change Detection of the Semantic Web Data

机译:改变语义Web数据检测的本体导向方法

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To achieve improved availability and performance, often, local copies of remote data from autonomous sources are maintained. Web search engines are the primary examples of such services. Increasingly, these services are utilizing the Semantic Web as it is often envisioned as a machine-interpretable web. In order to keep the local repositories current, it is essential to synchronize their content with that of their original sources. Change detection is the first step to accomplish this. It is essential to have efficient change detection mechanisms as the size of the local repositories is often very large. In this paper, we present an approach that exploits the semantic relationships among the concepts in guiding the change detection process. Given changes to some seed instances, a reasoning engine fires a set of pre-defined rules to characterize the profile of the changed target instances. In addition to change detection, our proposed semantics-based approach of utilizing semantic associations can be utilized in other applications such as guiding information discovery for agents, consistency maintenance among distributed information sources, among others.
机译:为了实现改进的可用性和性能,通常,维护来自自主源的远程数据的本地副本。 Web搜索引擎是此类服务的主要示例。这些服务越来越多地利用语义Web,因为它通常被设想为机器可解释的网络。为了保持当地存储库的当前,必须将它们的内容与原始来源同步。更改检测是实现此目的的第一步。由于本地存储库的大小通常非常大,因此必须具有高效的变更检测机制。在本文中,我们提出了一种方法,该方法利用了引导改变检测过程的概念之间的语义关系。给出对某些种子实例的更改,推理引擎触发一组预定义规则以表征已更改的目标实例的配置文件。除了改变检测之外,我们所提出的基于语义的利用语义关联方法可以用于其他应用程序,例如指导信息发现,用于代理,分布式信息源之间的一致性维护等。

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