A Steady-State Version of the Age-Layered Population Structure EA
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- @InCollection{Hornby:2009:GPTP,
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author = "Gregory S. Hornby",
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title = "A Steady-State Version of the Age-Layered Population
Structure EA",
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booktitle = "Genetic Programming Theory and Practice {VII}",
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year = "2009",
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editor = "Rick L. Riolo and Una-May O'Reilly and
Trent McConaghy",
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series = "Genetic and Evolutionary Computation",
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address = "Ann Arbor",
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month = "14-16 " # may,
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publisher = "Springer",
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chapter = "6",
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pages = "87--102",
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keywords = "genetic algorithms, genetic programming, Age,
Evolutionary Design, Genetic Programming,
Metaheuristic, Premature Convergence",
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isbn13 = "978-1-4419-1653-2",
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DOI = "doi:10.1007/978-1-4419-1626-6_6",
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abstract = "The Age-Layered Population Structure (ALPS) paradigm
is a novel meta heuristic for overcoming premature
convergence by running multiple instances of a search
algorithm simultaneously. When the ALPS paradigm was
first introduced it was combined with a generational
Evolutionary Algorithm (EA) and the ALPS-EA was shown
to work significantly better than a basic EA. Here we
describe a version of ALPS with a steady-state EA,
which is well suited for use in situations in which the
synchronisation constraints of a generational model are
not desired. To demonstrate the effectiveness of our
version of ALPS we compare it against a basic
steady-state EA (BEA) in two test problems and find
that it outperforms the BEA in both cases.",
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notes = "part of \cite{Riolo:2009:GPTP}",
- }
Genetic Programming entries for
Gregory S Hornby
Citations