• openAccess   Estudio empírico del enfoque asociativo en el contexto de los problemas de clasificación 

      Cleofas Sánchez, Laura; Pineda Briseno, Anabel; Valdovinos Rosas, Rosa María; Sánchez Garreta, Josep Salvador; García, Vicente; Camacho Nieto, Oscar; Pérez Meana, Héctor; Nakano Miyatake, Mariko Centro de Investigacion en Computacion (CIC) del Instituto Politecnico Nacional (IPN) (2019)
      Research carried out by the scientific community has shown that the performance of the classifiers depends not only on the learning rule, if not also on the complexities inherent in the data sets. Some traditional classifiers ...
    • openAccess   Surrounding neighborhood-based SMOTE for learning from imbalanced data sets 

      García, Vicente; Sánchez Garreta, Josep Salvador; Martín Félez, Raúl; Mollineda, Ramón A. Springer (2012)
      Many traditional approaches to pattern classifi- cation assume that the problem classes share similar prior probabilities. However, in many real-life applications, this assumption is grossly violated. Often, the ratios ...