Undirected Training of Run Transferable Libraries
Created by W.Langdon from
gp-bibliography.bib Revision:1.7970
- @InProceedings{eurogp:KeijzerRMC05,
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author = "Maarten Keijzer and Conor Ryan and Gearoid Murphy and
Mike Cattolico",
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editor = "Maarten Keijzer and Andrea Tettamanzi and
Pierre Collet and Jano I. {van Hemert} and Marco Tomassini",
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title = "Undirected Training of Run Transferable Libraries",
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booktitle = "Proceedings of the 8th European Conference on Genetic
Programming",
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publisher = "Springer",
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series = "Lecture Notes in Computer Science",
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volume = "3447",
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year = "2005",
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address = "Lausanne, Switzerland",
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month = "30 " # mar # " - 1 " # apr,
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organisation = "EvoNet",
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keywords = "genetic algorithms, genetic programming: Poster",
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ISBN = "3-540-25436-6",
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pages = "361--370",
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DOI = "doi:10.1007/978-3-540-31989-4_33",
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DOI = "doi:10.1007/b107383",
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bibsource = "DBLP, http://dblp.uni-trier.de",
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abstract = "This paper investigates the robustness of Run
Transferable Libraries(RTLs) on scaled problems. RTLs
are provide GP with a library of functions which
replace the usual primitive functions provided when
approaching a problem. The RTL evolves from run to run
using feedback based on function usage, and has been
shown to outperform GP by an order of magnitude on a
variety of scalable problems. RTLs can, however, also
be applied across a {em domain} of related problems, as
well as across a range of scaled instances of a single
problem. To this successfully, it will need to balance
a range of functions. We introduce a problem that can
deceive the system into converging to a sub-optimal set
of functions, and demonstrate that this is a
consequence of the greediness of the library update
algorithm. We demonstrate that a much simpler, truly
evolutionary, update strategy doesn't suffer from this
problem, and exhibits far better optimisation
properties than the original strategy.",
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notes = "Part of \cite{keijzer:2005:GP} EuroGP'2005 held in
conjunction with EvoCOP2005 and EvoWorkshops2005",
- }
Genetic Programming entries for
Maarten Keijzer
Conor Ryan
Gearoid Murphy
Mike Cattolico
Citations