Second order heuristics in ACGP

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

  author =       "Cezary Z. Janikow and John Aleshunas and 
                 Mark W. Hauschild",
  title =        "Second order heuristics in ACGP",
  booktitle =    "Optimization by building and using probabilistic
                 models (OBUPM-2011)",
  year =         "2011",
  editor =       "Mark Hauschild and Martin Pelikan",
  isbn13 =       "978-1-4503-0690-4",
  keywords =     "genetic algorithms, genetic programming",
  pages =        "671--678",
  month =        "12-16 " # jul,
  organisation = "SIGEVO",
  address =      "Dublin, Ireland",
  DOI =          "doi:10.1145/2001858.2002066",
  publisher =    "ACM",
  publisher_address = "New York, NY, USA",
  abstract =     "Genetic Programming explores the problem search space
                 by means of operators and selection. Mutation and
                 crossover operators apply uniformly, while selection is
                 the driving force for the search. Constrained GP
                 changes the uniform exploration to pruned non-uniform,
                 skipping some subspaces and giving preferences to
                 others, according to some heuristics. Adaptable
                 Constrained GP is a methodology for discovery of such
                 useful heuristics. Both methodologies have previously
                 demonstrated their surprising capabilities using only
                 first-order (parent-child) heuristics. Recently, they
                 have been extended to second-order (parent-children)
                 heuristics. This paper describes the second-order
                 processing, and illustrates the usefulness and
                 efficiency of this approach using a simple problem
                 specifically constructed to exhibit strong second-order
  notes =        "Also known as \cite{2002066} Distributed on CD-ROM at

                 ACM Order Number 910112.",

Genetic Programming entries for Cezary Z Janikow John Aleshunas Mark W Hauschild