A Novel Estimation of Distribution Algorithm Using Graph-based Chromosome Representation and Reinforcement Learning

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@InProceedings{Li:2011:ANEoDAUGCRaRL,
  title =        "A Novel Estimation of Distribution Algorithm Using
                 Graph-based Chromosome Representation and Reinforcement
                 Learning",
  author =       "Xianneng Li and Bing Li and Shingo Mabu and 
                 Kotaro Hirasawa",
  pages =        "37--44",
  booktitle =    "Proceedings of the 2011 IEEE Congress on Evolutionary
                 Computation",
  year =         "2011",
  editor =       "Alice E. Smith",
  month =        "5-8 " # jun,
  address =      "New Orleans, USA",
  organization = "IEEE Computational Intelligence Society",
  publisher =    "IEEE Press",
  ISBN =         "0-7803-8515-2",
  keywords =     "genetic algorithms, genetic programming, EDA,
                 estimation of distribution algorithms, probabilistic
                 model building genetic network programming",
  DOI =          "doi:10.1109/CEC.2011.5949595",
  abstract =     "This paper proposed a novel EDA, where a directed
                 graph network is used to represent its chromosome. In
                 the proposed algorithm, a probabilistic model is
                 constructed from the promising individuals of the
                 current generation using reinforcement learning, and
                 used to produce the new population. The node connection
                 probability is studied to develop the probabilistic
                 model, therefore pairwise interactions can be
                 demonstrated to identify and recombine building blocks
                 in the proposed algorithm. The proposed algorithm is
                 applied to a problem of agent control, i.e., autonomous
                 robot control. The experimental results show the
                 superiority of the proposed algorithm comparing with
                 the conventional algorithms.",
  notes =        "CEC2011 sponsored by the IEEE Computational
                 Intelligence Society, and previously sponsored by the
                 EPS and the IET.",
}

Genetic Programming entries for Xianneng Li Bing Li Shingo Mabu Kotaro Hirasawa

Citations