Improved Genetic Programming Based on Lineage Information

Created by W.Langdon from gp-bibliography.bib Revision:1.4192

  author =       "Hong-Bin Dong and Jia Chen",
  title =        "Improved Genetic Programming Based on Lineage
  booktitle =    "International Conference on Management and Service
                 Science, MASS '09",
  year =         "2009",
  month =        sep,
  address =      "Wuhan, China",
  pages =        "1--5",
  keywords =     "genetic algorithms, genetic programming, chromosome,
                 effective search method, lineage information",
  DOI =          "doi:10.1109/ICMSS.2009.5304998",
  abstract =     "At present, it is a major challenge to adopt an
                 effective search method in genetic programming in order
                 to produce an acceptable model in the search space. How
                 to improve the efficiency of GP in a short period of
                 time to produce better solution is very important.
                 Traditional GP use of all the chromosomes for breeding,
                 its search space for complex issues is enormous. In
                 this paper, we introduce lineage relationship of
                 chromosome in GP and propose an improved lineage-based
                 genetic programming algorithm, ILBGP: use of lineage
                 information of several ancestors, at the same time only
                 retains one chromosome with the same fitness randomly.
                 This method maintains the diversity, which can search
                 the space effectively and avoid premature convergence
                 toward local optima.",
  notes =        "Also known as \cite{5304998}",

Genetic Programming entries for Hongbin Dong Jia Chen