• closedAccess   Edited Nearest Neighbor Rule for Improving Neural Networks Classifications 

      Alejo Eleuterio, Roberto; Martínez Sotoca, José; Valdovinos Rosas, Rosa María; Toribio Luna, Primitivo Springer Berlin Heidelberg (2010)
      The quality and size of the training data sets is a critical stage on the ability of the artificial neural networks to generalize the characteristics of the training examples. Several approaches are focused to form training ...
    • closedAccess   Resampling methods versus cost functions for training an MLP in the class imbalance context 

      Alejo Eleuterio, Roberto; Martínez Sotoca, José; Valdovinos Rosas, Rosa María; Gasca, Eduardo; Toribio Luna, Primitivo Springer-Verlag (2011)
      The class imbalance problem has been studied from different approaches, some of the most popular are based on resizing the data set or internally basing the discrimination-based process. Both methods try to compensate the ...