• closedAccess   Assessing similarities between spatial point patterns with a Siamese neural network discriminant model 

      Jalilian, Abdollah; Mateu, Jorge Springer (2023)
      Identifying structural differences among observed point patterns from several populations is of interest in several applications. We use deep convolutional neural networks and employ a Siamese framework to build a discriminant ...
    • openAccess   Data Reduction Techniques in Classification Processes 

      Lozano Albalate, Maria Teresa Universitat Jaume I (2007-07-25)
      The learning process consists of different steps: building a Training Set (TS), training the system, testing its behaviour and finally classifying unknown objects. When using a distance based rule as a classifier, i.e. ...
    • openAccess   Hierarchical clustering of spatially correlated functional data 

      Giraldo, Ramón; Delicado, Pedro; Mateu, Jorge John Wiley & Sons (2012-11)
      Classification problems of functional data arise naturally in many applications. Several approaches have been considered for solving the problem of funding groups based on functional data. In this paper we are interested ...