Fitness as Task-relevant Information Accumulation

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

@InProceedings{Johnson:2015:gi,
  author =       "Colin G. Johnson and John R. Woodward",
  title =        "Fitness as Task-relevant Information Accumulation",
  booktitle =    "Genetic Improvement 2015 Workshop",
  year =         "2015",
  editor =       "William B. Langdon and Justyna Petke and 
                 David R. White",
  address =      "Madrid",
  publisher_address = "New York, NY, USA",
  month =        "11-15 " # jul,
  organisation = "SIGEvo",
  publisher =    "ACM",
  keywords =     "genetic algorithms, genetic programming, Genetic
                 Improvement",
  isbn13 =       "978-1-4503-3488-4",
  URL =          "http://geneticimprovement2015.com/wp-content/uploads/2015/05/fitness_as_task-relevant_information_accumulation.pdf",
  size =         "2 pages",
  abstract =     "If you cannot measure it, you cannot improve it. Lord
                 Kelvin

                 Fitness in GP/GI is usually a short-sighted greedy
                 fitness function counting the number of satisfied test
                 cases (or some other score based on error). If GP/GI is
                 to be extended to successfully tackle full software
                 systems, which is the stated domain of Genetic
                 Improvement, with loops, conditional statements and
                 function calls, then this kind of fitness will fail to
                 scale. One alternative approach is to measure the
                 fitness gain in terms of the accumulated information at
                 each executed step of the program. This paper discusses
                 methods for measuring the way in which programs
                 accumulate information relevant to their task as they
                 run, by building measures of this information gain
                 based on information theory and model complexity.",
  notes =        "position paper http://geneticimprovement2015.com/",
}

Genetic Programming entries for Colin G Johnson John R Woodward

Citations