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Visualization analysis of e-commerce site from web access log by FACT-Graph and sequential probability ratio test

机译:通过FACT-Graph和顺序概率比检验从Web访问日志中对电子商务站点进行可视化分析

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We describe a web access log analysis of an e-commerce site as visualized by FACT-Graph with a sequential probability ratio test. Web access log analysis is an important task, and is termed as web usage mining. A variety of studies have been conducted on this subject. However, there is no known study that has focused on understanding the trends and relationships in the analysis considering the structural change of the access trends, especially in visualization fields. To solve this problem, we propose an analysis using FACT-Graph with a sequential probability ratio test. FACT-Graph has been used for the trend visualization of text mining, while the sequential probability ratio test has been used for quality control. We utilize the sequential probability test to detect structural changes and FACT-Graph for visualization by considering the session and accessed pages in the access log as articles and words in text. We can visualize data by using FACT-Graph in an experiment using 1.6 million access logs generated between July 2010 and June 2011 on the basis of 13 structural change points detected by the sequential probability ratio test.
机译:我们描述了一个电子商务站点的Web访问日志分析,该分析由FACT-Graph进行可视化,并具有顺序概率比检验。 Web访问日志分析是一项重要任务,被称为Web使用情况挖掘。已经对该主题进行了各种研究。但是,还没有已知的研究着重于了解分析中的趋势和关系,并考虑到访问趋势的结构变化,尤其是在可视化领域。为了解决这个问题,我们提出使用FACT-Graph进行顺序概率比检验的分析。 FACT-Graph已用于文本挖掘的趋势可视化,而顺序概率比测试已用于质量控制。通过将访问日志中的会话和访问页面视为文章和文本中的单词,我们利用顺序概率测试来检测结构变化,并利用FACT-Graph进行可视化。我们可以使用FACT-Graph在2010年7月至2011年6月之间生成的160万个访问日志进行实验的过程中,通过连续概率比率测试检测到的13个结构变化点来可视化数据。

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