Fitness Causes Bloat: Simulated Annealing, Hill Climbing and Populations

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@TechReport{langdon:1997:bloatSAHCP,
  author =       "W. B. Langdon",
  title =        "Fitness Causes Bloat: Simulated Annealing, Hill
                 Climbing and Populations",
  institution =  "University of Birmingham, School of Computer Science",
  number =       "CSRP-97-22",
  month =        "2 " # sep,
  year =         "1997",
  keywords =     "genetic algorithms, genetic programming",
  URL =          "http://www.cs.bham.ac.uk/~wbl/ftp/papers/CSRP-97-22.ps.gz",
  abstract =     "In many cases programs length's increase (known as
                 ``bloat'', ``fluff'' and increasing ``structural
                 complexity'') during artificial evolution. We show
                 bloat is not specific to genetic programming and
                 suggest it is inherent in search techniques with
                 discrete variable length representations using simple
                 static evaluation functions. We investigate the
                 bloating characteristics of three non-population and
                 one population based search techniques using a novel
                 mutation operator.

                 An artificial ant following the Santa Fe trail problem
                 is solved by simulated annealing, hill climbing, strict
                 hill climbing and population based search using two
                 variants of the the new subtree based mutation
                 operator. As predicted bloat is observed when using
                 unbiased mutation and is absent in simulated annealing
                 and both hill climbers when using the length neutral
                 mutation however bloat occurs with both mutations when
                 using a population.

                 We conclude that there are two causes of bloat.",
  notes =        "Published as \cite{langdon:1997:pgSAHCP}",
}

Genetic Programming entries for William B Langdon

Citations