Representations and operators for improving evolutionary software repair

Created by W.Langdon from gp-bibliography.bib Revision:1.3963

@InProceedings{LeGoues:2012:GECCO,
  author =       "Claire {Le Goues} and Westley Weimer and 
                 Stephanie Forrest",
  title =        "Representations and operators for improving
                 evolutionary software repair",
  booktitle =    "GECCO '12: Proceedings of the fourteenth international
                 conference on Genetic and evolutionary computation
                 conference",
  year =         "2012",
  editor =       "Terry Soule and Anne Auger and Jason Moore and 
                 David Pelta and Christine Solnon and Mike Preuss and 
                 Alan Dorin and Yew-Soon Ong and Christian Blum and 
                 Dario Landa Silva and Frank Neumann and Tina Yu and 
                 Aniko Ekart and Wil Browne and Tim Kovacs and 
                 Man-Leung Wong and Clara Pizzuti and Jon Rowe and Tobias Friedrich and 
                 Giovanni Squillero and Nicolas Bredeche and 
                 Stephen L. Smith and Alison Motsinger-Rei and Jose Lozano and 
                 Martin Pelikan and Silja Meyer-Nienber and 
                 Christian Igel and Greg Hornby and Rene Doursat and 
                 Steve Gustafson and Gustavo Olague and Shin Yoo and 
                 John Clark and Gabriela Ochoa and Gisele Pappa and 
                 Fernando Lobo and Daniel Tauritz and Jurgen Branke and 
                 Kalyanmoy Deb",
  isbn13 =       "978-1-4503-1177-9",
  pages =        "959--966",
  keywords =     "genetic algorithms, genetic programming, SBSE,
                 Software Engineering, Testing and Debugging, Artificial
                 Intelligence, Search, Algorithms, Representation,
                 crossover, mutation, search-based software engineering,
                 software repair, GenProg, bug fixing",
  month =        "7-11 " # jul,
  organisation = "SIGEVO",
  address =      "Philadelphia, Pennsylvania, USA",
  URL =          "http://www.clairelegoues.com.s3-website-us-east-1.amazonaws.com/docs/genprog-gecco2012-preprint.pdf",
  DOI =          "doi:10.1145/2330163.2330296",
  publisher =    "ACM",
  publisher_address = "New York, NY, USA",
  size =         "8 pages",
  abstract =     "Evolutionary computation is a promising technique for
                 automating time-consuming and expensive software
                 maintenance tasks, including bug repair. The success of
                 this approach, however, depends at least partially on
                 the choice of representation, fitness function, and
                 operators. Previous work on evolutionary software
                 repair has employed different approaches, but they have
                 not yet been evaluated in depth. This paper
                 investigates representation and operator choices for
                 source-level evolutionary program repair in the GenProg
                 framework [17], focusing on: (1) representation of
                 individual variants, (2) crossover design, (3) mutation
                 operators, and (4) search space definition. We evaluate
                 empirically on a dataset comprising 8 C programs
                 totalling over 5.1 million lines of code and containing
                 105 reproducible, human-confirmed defects. Our results
                 provide concrete suggestions for operator and
                 representation design choices for evolutionary program
                 repair. When augmented to incorporate these
                 suggestions, GenProg repairs 5 additional bugs (60 vs.
                 55 out of 105), with a decrease in repair time of
                 17--43percent for the more difficult repair searches.",
  notes =        "Bronze winner 2012 HUMIES GECCO 2012.
                 http://www.genetic-programming.org/combined.php

                 Also known as \cite{2330296} GECCO-2012 A joint meeting
                 of the twenty first international conference on genetic
                 algorithms (ICGA-2012) and the seventeenth annual
                 genetic programming conference (GP-2012)",
}

Genetic Programming entries for Claire Le Goues Westley Weimer Stephanie Forrest

Citations