On Run Time Libraries and Hierarchical Symbiosis

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@InProceedings{Kelly:2012:CEC,
  title =        "On Run Time Libraries and Hierarchical Symbiosis",
  author =       "Stephen Kelly and Peter Lichodzijewski and 
                 Malcolm I. Heywood",
  pages =        "3278--3285",
  booktitle =    "Proceedings of the 2012 IEEE Congress on Evolutionary
                 Computation",
  year =         "2012",
  editor =       "Xiaodong Li",
  month =        "10-15 " # jun,
  DOI =          "doi:10.1109/CEC.2012.6252966",
  address =      "Brisbane, Australia",
  ISBN =         "0-7803-8515-2",
  keywords =     "genetic algorithms, genetic programming, Coevolution
                 and collective behaviour, Coevolutionary systems",
  abstract =     "Run time libraries (RTL) in genetic programming (GP)
                 represent a scenario in which individuals evolved under
                 an earlier independent evolutionary run can be
                 potentially incorporated into a following GP run. To
                 date, schemes for exploiting the RTL metaphor have
                 emphasised syntactic over behavioural approaches. Thus,
                 instructions are added to the later run such that the
                 previous code can be explicitly indexed. In this work
                 we demonstrate how the RTL concept is naturally
                 supported by adopting a symbiotic framework for
                 coevolution. Under the Pinball reinforcement learning
                 task, we demonstrate how the initial RTL can be
                 coevolved within a simpler formulation of the task and
                 then used as the basis for providing solutions to a
                 more difficult target task under the same domain. The
                 resulting solutions are stronger than an RTL as
                 coevolved against the target task alone or symbiosis as
                 evolved without support for RTL.",
  notes =        "WCCI 2012. CEC 2012 - A joint meeting of the IEEE, the
                 EPS and the IET.",
}

Genetic Programming entries for Stephen Kelly Peter Lichodzijewski Malcolm Heywood

Citations