On Run Time Libraries and Hierarchical Symbiosis
Created by W.Langdon from
gp-bibliography.bib Revision:1.7954
- @InProceedings{Kelly:2012:CEC,
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title = "On Run Time Libraries and Hierarchical Symbiosis",
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author = "Stephen Kelly and Peter Lichodzijewski and
Malcolm I. Heywood",
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pages = "3278--3285",
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booktitle = "Proceedings of the 2012 IEEE Congress on Evolutionary
Computation",
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year = "2012",
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editor = "Xiaodong Li",
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month = "10-15 " # jun,
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DOI = "doi:10.1109/CEC.2012.6252966",
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address = "Brisbane, Australia",
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ISBN = "0-7803-8515-2",
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keywords = "genetic algorithms, genetic programming, Coevolution
and collective behaviour, Coevolutionary systems",
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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.",
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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