• openAccess   A Comparative Study of Simple Online Learning Strategies for Streaming Data 

      Millán Giraldo, Mónica; Sánchez Garreta, Josep Salvador World Scientific and Engineering Academy and Society (WSEAS) (2008)
      Since several years ago, the analysis of data streams has attracted considerably the attention in various research fields, such as databases systems and data mining. The continuous increase in volume of data and the ...
    • openAccess   Exploring early classification strategies of streaming data with delayed attributes 

      Millán Giraldo, Mónica; Sánchez Garreta, Josep Salvador; Traver Roig, Vicente Javier Springer Verlag (Germany) (2009)
      In contrast to traditional machine learning algorithms, where all data are available in batch mode, the new paradigm of streaming data poses additional difficulties, since data samples arrive in a sequence and many hard ...
    • closedAccess   Finding association rules in semantic web data 

      Nebot Romero, Victoria; Berlanga Llavori, Rafael Elsevier (2012-02)
      The amount of ontologies and semantic annotations available on the Web is constantly growing. This new type of complex and heterogeneous graph-structured data raises new challenges for the data mining community. In this ...