Nicolás García-Pedrajas

Best Publications

• Cooperative coevolution of artificial neural network ensembles for pattern classification

  N. Garcia-Pedrajas;C. Hervas-Martinez;D. Ortiz-Boyer

  328
  Citations

• COVNET: a cooperative coevolutionary model for evolving artificial neural networks

  N. Garcia-Pedrajas;C. Hervas-Martinez;J. Munoz-Perez

  255
  Citations

• CIXL2: a crossover operator for evolutionary algorithms based on population features

  Domingo Ortiz-Boyer;César HerváMartínez;Nicolás García-Pedrajas

  215
  Citations

• Improving multiclass pattern recognition by the combination of two strategies

  N. Garcia-Pedrajas;D. Ortiz-Boyer

  155
  Citations

• Multi-objective cooperative coevolution of artificial neural networks (multi-objective cooperative networks)

  N. García-Pedrajas;C. Hervás-Martínez;J. Muñoz-Pérez

  138
  Citations

• A Proposal for Local $k$ Values for $k$ -Nearest Neighbor Rule

  Nicolas Garcia-Pedrajas;Juan A. Romero del Castillo;Gonzalo Cerruela-Garcia

  136
  Citations

• Constructing Ensembles of Classifiers by Means of Weighted Instance Selection

  N. Garcia-Pedrajas

  133
  Citations

• Evolutionary product unit based neural networks for regression

  Alfonso Martínez-Estudillo;Francisco Martínez-Estudillo;César Hervás-Martínez;Nicolás García-Pedrajas

  131
  Citations

• Hybridization of evolutionary algorithms and local search by means of a clustering method

  A.C. Martinez-Estudillo;C. Hervas-Martinez;F.J. Martinez-Estudillo;N. Garcia-Pedrajas

  130
  Citations

• Boosting k-nearest neighbor classifier by means of input space projection

  Nicolás García-Pedrajas;Domingo Ortiz-Boyer

  124
  Citations

• An empirical study of binary classifier fusion methods for multiclass classification

  Nicolás García-Pedrajas;Domingo Ortiz-Boyer

  114
  Citations

• An alternative approach for neural network evolution with a genetic algorithm: Crossover by combinatorial optimization

  Nicolás García-Pedrajas;Domingo Ortiz-Boyer;César Hervás-Martínez

  110
  Citations

• Democratic instance selection: A linear complexity instance selection algorithm based on classifier ensemble concepts

  César García-Osorio;Aida de Haro-García;Nicolás García-Pedrajas

  109
  Citations

• Class imbalance methods for translation initiation site recognition in DNA sequences

  Nicolás García-Pedrajas;Javier Pérez-Rodríguez;María García-Pedrajas;Domingo Ortiz-Boyer

  108
  Citations

• Nonlinear Boosting Projections for Ensemble Construction

  Nicolás García-Pedrajas;César García-Osorio;Colin Fyfe

  104
  Citations

• A cooperative coevolutionary algorithm for instance selection for instance-based learning

  Nicolás García-Pedrajas;Juan Antonio Romero Del Castillo;Domingo Ortiz-Boyer

  95
  Citations

• Boosting random subspace method

  Nicolás García-Pedrajas;Domingo Ortiz-Boyer

  86
  Citations

• Random feature weights for decision tree ensemble construction

  Jesús Maudes;Juan J. Rodríguez;César García-Osorio;Nicolás García-Pedrajas

  72
  Citations

• A cooperative constructive method for neural networks for pattern recognition

  Nicolás García-Pedrajas;Domingo Ortiz-Boyer

  68
  Citations

• A scalable approach to simultaneous evolutionary instance and feature selection

  NicoláS GarcíA-Pedrajas;Aida De Haro-GarcíA;Javier PéRez-RodríGuez

  67
  Citations