Solving Even-12, -13, -15, -17, -20 and -22 Boolean Parity Problems using Sub-machine Code GP with Smooth Uniform Crossover, Smooth Point Mutation and Demes
Created by W.Langdon from
gp-bibliography.bib Revision:1.7964
- @TechReport{poli:1999:22parTR,
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author = "Riccardo Poli and Jonathan Page and
William B. Langdon",
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title = "Solving Even-12, -13, -15, -17, -20 and -22 {Boolean}
Parity Problems using Sub-machine Code GP with Smooth
Uniform Crossover, Smooth Point Mutation and Demes",
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institution = "University of Birmingham, School of Computer Science",
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year = "1999",
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number = "CSRP-99-2",
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month = jan,
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keywords = "genetic algorithms, genetic programming",
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URL = "ftp://ftp.cs.bham.ac.uk/pub/tech-reports/1999/CSRP-99-02.ps.gz",
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abstract = "In this paper we describe a recipe to solve very large
parity problems, using GP without automatically defined
functions. The recipe includes three main ingredients:
smooth uniform crossover (a crossover operator inspired
by theoretical research), sub-machine-code GP (a
technique which allows speeding up fitness evaluation
in Boolean classification problems by nearly 2 orders
of magnitude), and distributed demes (weakly
interacting sub-populations running on separate
workstations). We tested this recipe on parity problems
with up to 22 input variables (i.e. where the fitness
function includes 2^22=4,194,304 fitness cases),
solving them with a very high success probability.",
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notes = "presented at GECCO-99 see \cite{poli:1999:22par}",
- }
Genetic Programming entries for
Riccardo Poli
Jonathan Page
William B Langdon
Citations