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计算机系统应用英文版:2011,20(3):226-229
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Web 日志挖掘中路径补充的影响评估
(1.中国民航大学 航空工程学院,天津 300300;2.石家庄铁道大学 四方学院,石家庄 050000)
Evaluation of Impact of Path Completion in Weblog Mining
(1.College of Aeronautical Engineering, CAUC, Tianjin 300300, China;2.Shijiazhuang Railway Institute, Shijiazhuang 050000, China)
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Received:July 12, 2010    Revised:September 05, 2010
中文摘要: Web 用户访问多是匿名访问,Web 日志挖掘的主要目标是从Web 访问记录中抽取用户行为模式,通过分析挖掘结果理解用户的行为,从而改进站点的结构。Web 日志挖掘第一步是进行数据预处理。数据预处理是Web 页面分析中最耗时的阶段,首先研究了数据预处理的过程,包括数据清洗、用户识别、会话识别、路径补充。提出了一种路径补充的算法,并通过实验验证了路径补充对规则抽取的数量和规则抽取的质量均有显著影响的假设,评估了Web 日志挖掘中路径补充的作用,这也为Web 日志挖掘中数据预处理应进行到何种程度提供了实验基础。
Abstract:Web user access is almost anonymous access. The main goal of weblog mining is to extract users’ behavior patterns from the Weblogs, and then understand users’ behavior by analyzing the mining results to improve the structure of the site. The first step of weblog mining is data preprocessing. Data preprocessing is the most time consuming stage in web page analysis. This paper first studies the process of data preprocessing, including data cleaning, user identification, session identification, path completion. A path completion algorithm is proposed. The paper poses the hypothesis that the path completion has a significant impact on rule extraction quantity and quality, and then experimental verification is conducted to assess the effect of path completion in weblog mining. The experiment result also provides an experimental basis to what extent data preparation should be carried out.
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蔡卫欣,冯振宇,杨剑.Web 日志挖掘中路径补充的影响评估.计算机系统应用,2011,20(3):226-229
CAI Wei-Xin,FENG Zhen-Yu,YANG Jian.Evaluation of Impact of Path Completion in Weblog Mining.COMPUTER SYSTEMS APPLICATIONS,2011,20(3):226-229