Modelling Genetic Improvement Landscapes with Local Optima Networks

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

@InProceedings{Veerapen:2017:GI,
  author =       "Nadarajen Veerapen and Fabio Daolio and 
                 Gabriela Ochoa",
  title =        "Modelling Genetic Improvement Landscapes with Local
                 Optima Networks",
  booktitle =    "GI-2017",
  year =         "2017",
  editor =       "Justyna Petke and David R. White and W. B. Langdon and 
                 Westley Weimer",
  address =      "Berlin",
  month =        "15-19 " # jul,
  note =         "Best Presentation prize",
  keywords =     "genetic algorithms, genetic programming, genetic
                 improvement, fitness landscape, Local Optima Network,
                 iterated local search, ILS, multiple hill climber",
  isbn13 =       "978-1-4503-4939-0",
  URL =          "http://geneticimprovementofsoftware.com/wp-content/uploads/2017/05/veerapen2017_local_optima_networks.pdf",
  DOI =          "doi:10.1145/3067695.3082518",
  size =         "6 pages",
  abstract =     "Local optima networks are a compact representation of
                 the global structure of a search space. They can be
                 used for analysis and visualisation. This paper
                 provides one of the first analyses of program search
                 spaces using local optima networks. These are generated
                 by sampling the search space by recording the progress
                 of an Iterated Local Search algorithm. Source code
                 mutations in comparison and Boolean operators are
                 considered. The search spaces of two small benchmark
                 programs, the triangle and TCAS programs, are analysed
                 and visualised. Results show a high level of
                 neutrality, i.e. connected test-equivalent mutants. It
                 is also generally relatively easy to find a path from a
                 random mutant to a mutant that passes all test case",
  notes =        "triangle_comparison_ops.zip etc in
                 http://hdl.handle.net/11667/89 Mutation of comparisons
                 and Boolean operators super mutant, libtooling
                 Clang-LLVM, escape edges, igraph",
}

Genetic Programming entries for Nadarajen Veerapen Fabio Daolio Gabriela Ochoa

Citations