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Modeling Web Logs to Enhance the Analysis of Web Usage Data

机译:对Web日志建模以增强对Web使用数据的分析

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Web log files store data related to the use of a website. Analyzing these data in detail is therefore crucial for improving the user browsing experience. However, usually Web log data are stored in flat files in different formats which hinders their analysis, thus obliging to use specific Web log analysis tools. In this context, approaches for structuring Web log data to better analyze them are highly required. To this aim, in this paper we propose a metamodel for Web log data in order to unify features of every available format at the same time that unnecessary technical details are omitted. This metamodel supports the design of Web log models regardless the format of the Web log files. A set of guidelines have been also proposed to define a multidimensional schema of a data warehouse from our Web log model to be used in advanced analysis tools such as OLAP (OnLine Analytical Processing) or data mining tools in order to enhance the analysis of Web usage by means of log data
机译:Web日志文件存储与网站使用有关的数据。因此,详细分析这些数据对于改善用户浏览体验至关重要。但是,通常Web日志数据以不同格式存储在平面文件中,这会阻碍其分析,因此必须使用特定的Web日志分析工具。在这种情况下,非常需要用于构造Web日志数据以更好地分析它们的方法。为此,在本文中,我们提出了一种用于Web日志数据的元模型,以便在省略不必要的技术细节的同时,统一每种可用格式的功能。无论Web日志文件的格式如何,此元模型都支持Web日志模型的设计。还提出了一套指南,用于从我们的Web日志模型定义数据仓库的多维架构,以用于高级分析工具(例如OLAP(在线分析处理)或数据挖掘工具)中,以增强对Web使用情况的分析。通过日志数据

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