2007 · 118 citations · 19 references
ComputingComputer ScienceInformation SystemsPredictive AnalyticsTime Series AnalysisWeb AnalyticsClickstream AnalysisTemporal Data MiningTime Series AnalyticsTrend AnalysisUser Behavior AnalysisWeb MiningBehavioral Pattern DiscoveryBehavioral PatternsPast BehaviorPatternsTemporal Pattern AnalysisTemporal Web AnalysisTime-varying CorrelationUser Activity Patterns
The aggregation and comparison of behavioral patterns on the WWW represent a tremendous opportunity for understanding past behaviors and predicting future behaviors. In this paper, we take a first step at achieving this goal. We present a large scale study correlating the behaviors of Internet users on multiple systems ranging in size from 27 million queries to 14 million blog posts to 20,000 news articles. We formalize a model for events in these time-varying datasets and study their correlation. We have created an interface for analyzing the datasets, which includes a novel visual artifact, the DTWRadar, for summarizing differences between time series. Using our tool we identify a number of behavioral properties that allow us to understand the predictive power of patterns of use.
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Bursty and hierarchical structure in streams
Jon Kleinberg · 2002 · 1.1K citations
Derivative Dynamic Time Warping
Eamonn Keogh, Michael J. Pazzani · 2001 · 1.1K citations
Computing, Mathematics, Derivatives +10