Time Series Forecasting through Polynomial Artificial Neural Networks and Genetic Programming

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

@InProceedings{Bernal-Urbina:2008:ijcnn,
  author =       "M. Bernal-Urbina and A. Flores-Mendez",
  title =        "Time Series Forecasting through Polynomial Artificial
                 Neural Networks and Genetic Programming",
  booktitle =    "2008 IEEE World Congress on Computational
                 Intelligence",
  year =         "2008",
  editor =       "Jun Wang",
  pages =        "3325--3330",
  address =      "Hong Kong",
  month =        "1-6 " # jun,
  organization = "IEEE Computational Intelligence Society",
  publisher =    "IEEE Press",
  isbn13 =       "978-1-4244-1821-3",
  file =         "NN0903.pdf",
  DOI =          "doi:10.1109/IJCNN.2008.4634270",
  ISSN =         "1098-7576",
  abstract =     "The Polynomial Artificial Neural Network (PANN) has
                 shown to be a powerful Network for time series
                 forecasting. Moreover, the PANN has the advantage that
                 it encodes the information about the nature of the time
                 series in its architecture. However, the problem with
                 this type of network is that the terms needed to be
                 analysed grow exponentially depending on the degree
                 selected for the polynomial approximation. In this
                 paper, a novel optimisation algorithm that determines
                 the architecture of the PANN through Genetic
                 Programming is presented. Some examples of non linear
                 time series are included and the results are compared
                 with those obtained by PANN with Genetic Algorithm.",
  keywords =     "genetic algorithms, genetic programming",
  notes =        "Also known as \cite{4634270}. WCCI 2008 - A joint
                 meeting of the IEEE, the INNS, the EPS and the IET.",
}

Genetic Programming entries for Manuel Bernal-Urbina Alejandro Flores-Mendez

Citations