Cybernetics & Systems · 2012 · 13 citations · 8 references
BusinessInformation SystemsInformation TechnologyForecastingPredictive AnalyticsWeb AnalyticsKnowledge Of PerformanceUser Behavior AnalysisExperimental Study DesignKnowledge EngineeringSpatial Prediction ModelingTemporal Web AnalysisWeb Servers
Client-perceived web performance prediction is a challenging for the knowledge engineering community. This article presents the application of the turning bands (TB) method to discover knowledge about the client-perceived spatiotemporal web performance. The TB method is used to study spatial or spatiotemporal phenomena. We conducted an experimental study to apply this technique. The MWING system was used to collect performance measurement for four clients, each monitoring the same group of web servers during several weeks of observations. In this article we present TB-based web performance prediction for an agent localized in Wrocław, Poland, and monitoring European web servers. The results of the spatial prediction of the total download web page times within a forecast of a two-week period showed that the TB simulation is efficient.
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The intrinsic random functions and their applications
G. Matheron · Advances in Applied Probability · 1973 · 1.4K citations · Full text
Communications in Computer and Information Science
Daniel W. Lewis, Trevor Martin · 2014 · 736 citations
Information systems architecture and technology
Jerzy Świątek, Leszek Borzemski, Adam . Grzech et al. · 2013 · 57 citations