Automatic Algorithm Development Using New Reinforcement Programming Techniques
Created by W.Langdon from
gp-bibliography.bib Revision:1.7954
- @Article{White:2012:CI,
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author = "Spencer K. White and Tony R. Martinez and
George L. Rudolph",
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title = "Automatic Algorithm Development Using New
Reinforcement Programming Techniques",
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journal = "Computational Intelligence",
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year = "2012",
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volume = "28",
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number = "2",
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pages = "176--208",
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keywords = "genetic algorithms, genetic programming",
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timestamp = "Wed, 06 Jun 2012 17:36:13 +0200",
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biburl = "http://dblp.uni-trier.de/rec/bib/journals/ci/WhiteMR12",
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bibsource = "dblp computer science bibliography, http://dblp.org",
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annote = "The Pennsylvania State University CiteSeerX Archives",
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bibsource = "OAI-PMH server at citeseerx.ist.psu.edu",
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language = "en",
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oai = "oai:CiteSeerX.psu:10.1.1.303.5628",
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rights = "Metadata may be used without restrictions as long as
the oai identifier remains attached to it.",
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URL = "http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.303.5628",
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URL = "http://axon.cs.byu.edu/papers/RP-CI.pdf",
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DOI = "doi:10.1111/j.1467-8640.2012.00413.x",
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abstract = "Reinforcement Programming (RP) is a new approach to
automatically generating algorithms that uses
reinforcement learning techniques. This paper
introduces the RP approach and demonstrates its use to
generate a generalised, in-place, iterative sort
algorithm. The RP approach improves on earlier results
that use genetic programming (GP). The resulting
algorithm is a novel algorithm that is more efficient
than comparable sorting routines. RP learns the sort in
fewer iterations than GP and with fewer resources.
Experiments establish interesting empirical bounds on
learning the sort algorithm: A list of size 4 is
sufficient to learn the generalised sort algorithm. The
training set only requires one element and learning
took less than 200,000 iterations. Additionally RP was
used to generate three binary addition algorithms: a
full adder, a binary incrementer, and a binary adder.",
- }
Genetic Programming entries for
Spencer K White
Tony R Martinez
George Rudolph
Citations