Understanding Evolved Genetic Programs for a Real World Object Detection Problem
Created by W.Langdon from
gp-bibliography.bib Revision:1.7964
- @InProceedings{eurogp:CiesielskiIJM05,
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author = "Victor Ciesielski and Andrew Innes and Sabu John and
John Mamutil",
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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 = "Understanding Evolved Genetic Programs for a Real
World Object Detection Problem",
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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 = "351--360",
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DOI = "doi:10.1007/978-3-540-31989-4_32",
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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 = "We describe an approach to understanding evolved
programs for a real world object detection problem,
that of finding orthodontic landmarks in cranio-facial
X-Rays. The approach involves modifying the fitness
function to encourage the evolution of small programs,
limiting the function set to a minimal number of
operators and limiting the number of terminals
(features). When this was done for two landmarks, an
easy one and a difficult one, the evolved programs
implemented a linear function of the features. Analysis
of these linear functions revealed that underlying
regularities were being captured and that successful
evolutionary runs usually terminated with the best
programs implementing one of a small number of
underlying algorithms. Analysis of these algorithms
revealed that they are a realistic solution to the
object detection problem, given the features and
operators available.",
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notes = "Part of \cite{keijzer:2005:GP} EuroGP'2005 held in
conjunction with EvoCOP2005 and EvoWorkshops2005",
- }
Genetic Programming entries for
Victor Ciesielski
Andrew Innes
Sabu John
John Mamutil
Citations