Large-Scale, Time-Constrained Symbolic Regression

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

@InCollection{Korns:2006:GPTP,
  author =       "Michael F. Korns",
  title =        "Large-Scale, Time-Constrained Symbolic Regression",
  booktitle =    "Genetic Programming Theory and Practice {IV}",
  year =         "2006",
  editor =       "Rick L. Riolo and Terence Soule and Bill Worzel",
  volume =       "5",
  series =       "Genetic and Evolutionary Computation",
  pages =        "299--314",
  address =      "Ann Arbor",
  month =        "11-13 " # may,
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming, artificial
                 intelligence, portfolio selection, data mining, formal
                 grammars, quantitative portfolio management",
  ISBN =         "0-387-33375-4",
  DOI =          "doi:10.1007/978-0-387-49650-4_18",
  abstract =     "This chapter gives a narrative of the problems we
                 encountered using genetic programming to build a
                 symbolic regression tool for large-scale,
                 time-constrained regression problems. It describes in
                 detail the problems encountered, the commonly held
                 beliefs challenged, and the techniques required to
                 achieve reasonable performance with large-scale,
                 time-constrained regression. We discuss in some detail
                 the selection of the compilation tools, the
                 construction of the fitness function, the chosen system
                 grammar (including internal functions and operators),
                 and the chosen system architecture (including multiple
                 island populations). Furthermore in order to achieve
                 the level of performance reported here, of necessity,
                 we borrowed a number of ideas from disparate schools of
                 genetic programming and recombined them in ways not
                 normally seen in the published literature.",
  notes =        "part of \cite{Riolo:2006:GPTP} Published Jan 2007
                 after the workshop.

                 Investment Science Corporation, 1 Plum Hollow,
                 Henderson, Nevada 89052 USA",
}

Genetic Programming entries for Michael Korns

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