2011 · 21 citations · 17 references
ComputingComputer ScienceInformation SystemsData AnalyticsData MiningWeb AnalyticsClickstream AnalysisData PreprocessingLog AnalysisUser Behavior AnalysisWeb MiningLog Data AnalysisLog Data CollectionWeb Log MiningWeb ServersWeb Usage Mining
The growing popularity of the Internet has turned the Web into a vast data repository, but server logs do not accurately reflect user access patterns. This paper reviews the preprocessing steps required to transform raw web log data into a form suitable for web usage mining.
With the Internet usage gaining popularity and the steady growth of users, the World Wide Web has become a huge repository of data and serves as an important platform for the dissemination of information. The users’ accesses to Web sites are stored in Web server logs. However, the data stored in the log files do not present an accurate picture of the users’ accesses to the Web site. Hence, preprocessing of the Web log data is an essential and pre-requisite phase before it can be used for knowledge-discovery or mining tasks. The preprocessed Web data can then be suitable for the discovery and analysis of useful information referred to as Web mining. Web usage mining, a classification of Web mining, is the application of data mining techniques to discover usage patterns from clickstream and associated data stored in one or more Web servers. This paper presents an overview of the various steps involved in the preprocessing stage.
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Data mining: concepts and techniques
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