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The Web is a continuously evolving environment, since its content is updated on a regular basis. As a result, the traditional usagebased approach to generate recommendations that takes as input the navigation paths recorded on the web page level, is not as effective. Moreover, most of the content available online is either explicitly or implicitly characterized by a set of categories organized in a taxonomy, allowing the page-level navigation patterns to be generalized to a higher, aggregatedoi:10.4018/jdwm.2010090804 fatcat:zhgm2xvhnbgqliamcjr3sk5kbu