Introducing an Age-Varying Fitness Estimation Function

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

@InCollection{Hodjat:2012:GPTP,
  author =       "Babak Hodjat and Hormoz Shahrzad",
  title =        "Introducing an Age-Varying Fitness Estimation
                 Function",
  booktitle =    "Genetic Programming Theory and Practice X",
  year =         "2012",
  series =       "Genetic and Evolutionary Computation",
  editor =       "Rick Riolo and Ekaterina Vladislavleva and 
                 Marylyn D. Ritchie and Jason H. Moore",
  publisher =    "Springer",
  chapter =      "5",
  pages =        "59--71",
  address =      "Ann Arbor, USA",
  month =        "12-14 " # may,
  keywords =     "genetic algorithms, genetic programming, Evolutionary
                 Computation, Fitness Functions, Distribution, Large
                 Data",
  isbn13 =       "978-1-4614-6845-5",
  URL =          "http://dx.doi.org/10.1007/978-1-4614-6846-2_5",
  DOI =          "doi:10.1007/978-1-4614-6846-2_5",
  abstract =     "We present a method for estimating fitness functions
                 that are computationally expensive for an exact
                 evaluation. The proposed estimation method applies a
                 number of partial evaluations based on incomplete
                 information or uncertainties. We show how this method
                 can yield results that are close to similar methods
                 where fitness is measured over the entire dataset, but
                 at a fraction of the speed or memory usage, and in a
                 parallelisable manner. We describe our experience in
                 applying this method to a real world application in the
                 form of evolving equity trading strategies.",
  notes =        "part of \cite{Riolo:2012:GPTP} published after the
                 workshop in 2013",
}

Genetic Programming entries for Babak Hodjat Hormoz Shahrzad

Citations