2010 · 14 citations · 8 references
ComputingComputer ScienceData MiningDistributed SystemsGrid ComputingClickstream AnalysisDistributed ComputingGrid ArchitectureUser Behavior AnalysisWeb MiningBehavioral Pattern DiscoveryBrowsingBrowsing BehaviorClick Behavior AnalysisDistributed Data MiningUser Behavior ModelingWeb ServersWeb Usage Mining
Analyzing user's browsing sequences is an important task of web usage mining. It can help the web administrators or designers improve the web structure or tune the performance of the web servers. Mining on the sequences of such clicking patterns (MSCP) can be considered as a data mining task. MSCP is usually a costly task due to its considerable amount of time for computation and storage for archiving a huge amount of data. Running MSCP becomes inefficient or even not workable on a computer with limited resources. This paper explores the deployment of MSCP in a distributed grid computing environment and demonstrates its effectiveness by empirical cases. The use of a grid-environment and associated experimental results are presented and discussed.
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R. K. Agrawal, Ramakrishnan Srikant · 2002 · 5.1K citations
Sequential PAttern mining using a bitmap representation
Jay Ayres, Jason Flannick, Johannes Gehrke et al. · 2002 · 1.1K citations
Ian Foster, Carl Kesselman · Journal of Grid Computing · 1998 · 294 citations