Genetic Network Programming with Reinforcement Learning Using Sarsa Algorithm

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@InProceedings{Mabu:2006:CECsarsa,
  author =       "Shingo Mabu and Hiroyuki Hatakeyama and 
                 Kotaro Hirasawa and Jinglu Hu",
  title =        "Genetic Network Programming with Reinforcement
                 Learning Using Sarsa Algorithm",
  booktitle =    "Proceedings of the 2006 IEEE Congress on Evolutionary
                 Computation",
  year =         "2006",
  editor =       "Gary G. Yen and Lipo Wang and Piero Bonissone and 
                 Simon M. Lucas",
  pages =        "1570--1576",
  address =      "Vancouver",
  month =        "6-21 " # jul,
  publisher =    "IEEE Press",
  keywords =     "genetic algorithms, genetic programming, Genetic
                 Network Programming",
  ISBN =         "0-7803-9487-9",
  DOI =          "doi:10.1109/CEC.2006.1688346",
  size =         "7 pages",
  abstract =     "A new graph-based evolutionary algorithm called
                 Genetic Network Programming (GNP) has been proposed.
                 The solutions of GNP are represented as graph
                 structures, which can improve the expression ability
                 and performance. In addition, GNP with Reinforcement
                 Learning (GNP-RL) has been proposed to search for
                 solutions efficiently. GNP-RL can use current
                 information and change its programs during task
                 execution, i.e., online learning. Thus, it has an
                 advantage over evolution-based algorithms in case much
                 information can be obtained during task execution.
                 GNP-RL has a special state-action space and it
                 contributes to reducing the size of the Qtable and
                 learning efficiently. The proposed method is applied to
                 the controller of Khepera simulator and its performance
                 is evaluated.",
  notes =        "WCCI 2006 - A joint meeting of the IEEE, the EPS, and
                 the IEE.

                 IEEE Catalog Number: 06TH8846D",
}

Genetic Programming entries for Shingo Mabu Hiroyuki Hatakeyama Kotaro Hirasawa Jinglu Hu

Citations