A Steady-State Version of the Age-Layered Population Structure EA

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@InCollection{Hornby:2009:GPTP,
  author =       "Gregory S. Hornby",
  title =        "A Steady-State Version of the Age-Layered Population
                 Structure EA",
  booktitle =    "Genetic Programming Theory and Practice {VII}",
  year =         "2009",
  editor =       "Rick L. Riolo and Una-May O'Reilly and 
                 Trent McConaghy",
  series =       "Genetic and Evolutionary Computation",
  address =      "Ann Arbor",
  month =        "14-16 " # may,
  publisher =    "Springer",
  chapter =      "6",
  pages =        "87--102",
  keywords =     "genetic algorithms, genetic programming, Age,
                 Evolutionary Design, Genetic Programming,
                 Metaheuristic, Premature Convergence",
  isbn13 =       "978-1-4419-1653-2",
  DOI =          "doi:10.1007/978-1-4419-1626-6_6",
  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.",
  notes =        "part of \cite{Riolo:2009:GPTP}",
}

Genetic Programming entries for Gregory S Hornby

Citations