A Big Data Analysis Framework for Model-Based Web User Behavior Analytics

  • Carlo Bernaschina
  • Marco Brambilla
  • Andrea Mauri
  • Eric Umuhoza
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 10360)

Abstract

While basic Web analytics tools are widespread and provide statistics about website navigation, no approaches exist for merging such statistics with information about the Web application structure, content and semantics. Current analytics tools only analyze the user interaction at page level in terms of page views, entry and landing page, page views per visit, and so on. We show the advantages of combining Web application models with runtime navigation logs, at the purpose of deepening the understanding of users behaviour. We propose a model-driven approach that combines user interaction modeling (based on the IFML standard), full code generation of the designed application, user tracking at runtime through logging of runtime component execution and user activities, integration with page content details, generation of integrated schema-less data streams, and application of large-scale analytics and visualization tools for big data, by applying both traditional data visualization techniques and direct representation of statistics on visual models of the Web application.

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Copyright information

© Springer International Publishing AG 2017

Authors and Affiliations

  • Carlo Bernaschina
    • 1
  • Marco Brambilla
    • 1
  • Andrea Mauri
    • 1
  • Eric Umuhoza
    • 1
  1. 1.Politecnico di MilanoMilanItaly

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