The automatic generation of mutation operators for genetic algorithms

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@InProceedings{Woodward:2012:GECCOcomp,
  author =       "John R. Woodward and Jerry Swan",
  title =        "The automatic generation of mutation operators for
                 genetic algorithms",
  booktitle =    "GECCO 2012 2nd Workshop on Evolutionary Computation
                 for the Automated Design of Algorithms",
  year =         "2012",
  editor =       "Gisele L. Pappa and John Woodward and 
                 Matthew R. Hyde and Jerry Swan",
  isbn13 =       "978-1-4503-1178-6",
  keywords =     "genetic algorithms, genetic programming, automatic
                 design, hyper-heuristics",
  pages =        "67--74",
  month =        "7-11 " # jul,
  organisation = "SIGEVO",
  address =      "Philadelphia, Pennsylvania, USA",
  DOI =          "doi:10.1145/2330784.2330796",
  acmid =        "2330796",
  publisher =    "ACM",
  publisher_address = "New York, NY, USA",
  abstract =     "We automatically generate mutation operators for
                 Genetic Algorithms (GA) and tune them to problem
                 instances drawn from a given problem class. By so
                 doing, we perform metalearning in which the base-level
                 contains GAs (which learn about problem instances), and
                 the meta-level contains GAmutation operators (which
                 learn about problem classes). We use Register Machines
                 to explore a constrained design space for mutation
                 operators. We show how two commonly used mutation
                 operators (viz. one-point and uniform mutation) can be
                 expressed in this framework. Iterated local search is
                 used to search the space of mutation operators, and on
                 a test-bed of 7 problem classes we identify
                 machine-designed mutation operators which outperform
                 their human counterparts.",
  notes =        "Also known as \cite{2330796} and
                 \cite{Woodward:2012:AGM:2330784.2330796} Distributed at
                 GECCO-2012.

                 ACM Order Number 910122.",
}

Genetic Programming entries for John R Woodward Jerry Swan

Citations