Evolutionary multi-objective optimization for evolving hierarchical fuzzy system

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

@InProceedings{Jarraya:2015:CEC,
  author =       "Yosra Jarraya and Souhir Bouaziz and Adel M. Alimi and 
                 Ajith Abraham",
  booktitle =    "2015 IEEE Congress on Evolutionary Computation (CEC)",
  title =        "Evolutionary multi-objective optimization for evolving
                 hierarchical fuzzy system",
  year =         "2015",
  pages =        "3163--3170",
  abstract =     "In this paper, a Multi-Objective Extended Genetic
                 Programming (MOEGP) algorithm is developed to evolve
                 the structure of the Hierarchical Flexible Beta Fuzzy
                 System (HFBFS). The proposed algorithm allows finding
                 the best representation of the hierarchical fuzzy
                 system while trying to attain the desired balance of
                 accuracy/interpretability. Furthermore, the free
                 parameters (Beta membership functions and the
                 consequent parts of rules) encoded in the best
                 structure are tuned by applying the hybrid Bacterial
                 Foraging Optimisation Algorithm (the hybrid BFOA). The
                 proposed methodology interleaves both MOEGP and the
                 hybrid BFOA for the structure and the parameter
                 optimisation respectively until a satisfactory HFBFS is
                 found. The performance of the approach is evaluated
                 using several classification datasets with low and high
                 input dimensions. Results prove the superiority of our
                 method as compared with other existing works.",
  keywords =     "genetic algorithms, genetic programming, MOGP",
  DOI =          "doi:10.1109/CEC.2015.7257284",
  ISSN =         "1089-778X",
  month =        may,
  notes =        "Res. Groups in Intell. Machines (REGIM), Univ. of
                 Sfax, Sfax, Tunisia

                 Also known as \cite{7257284}",
}

Genetic Programming entries for Yosra Jarraya Souhir Bouaziz Adel M Alimi Ajith Abraham

Citations