Comprehensive evolutionary approach for neural network ensemble automatic design

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@InProceedings{Bukhtoyarov:2010:cec,
  author =       "Vladimir V. Bukhtoyarov and Olga E. Semenkina",
  title =        "Comprehensive evolutionary approach for neural network
                 ensemble automatic design",
  booktitle =    "IEEE Congress on Evolutionary Computation (CEC 2010)",
  year =         "2010",
  address =      "Barcelona, Spain",
  month =        "18-23 " # jul,
  publisher =    "IEEE Press",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-1-4244-6910-9",
  abstract =     "Neural network ensemble is an approach based on
                 cooperative usage of many neural networks for problem
                 solving. Often this approach enables to solve problem
                 more efficiently than approach where only one network
                 is used. The two major stages of the neural network
                 ensemble construction are: design and training
                 component networks, combining of the component networks
                 predictions to produce the ensemble output. In this
                 paper, a probability-based method is proposed to
                 accomplish the first stage. Although this method is
                 based on the genetic algorithm, it requires fewer
                 parameters to be tuned. A method based on genetic
                 programming is proposed for combining the predictions
                 of component networks. This method allows us to build
                 nonlinear combinations of component networks
                 predictions providing more flexible and adaptive
                 solutions. To demonstrate robustness of the proposed
                 approach, its results are compared with the results
                 obtained using other methods.",
  DOI =          "doi:10.1109/CEC.2010.5586516",
  notes =        "WCCI 2010. Also known as \cite{5586516}",
}

Genetic Programming entries for Vladimir V Bukhtoyarov Olga E Semenkina

Citations