Large-Scale, Time-Constrained Symbolic Regression-Classification

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

  author =       "Michael F. Korns",
  title =        "Large-Scale, Time-Constrained Symbolic
  booktitle =    "Genetic Programming Theory and Practice {V}",
  year =         "2007",
  editor =       "Rick L. Riolo and Terence Soule and Bill Worzel",
  series =       "Genetic and Evolutionary Computation",
  chapter =      "4",
  pages =        "53--68",
  address =      "Ann Arbor",
  month =        "17-19" # may,
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming",
  DOI =          "doi:10.1007/978-0-387-76308-8_4",
  size =         "15 pages",
  abstract =     "This chapter demonstrates a novel method combining
                 particle swarm, differential evolution, and genetic
                 programming to build a symbolic regression tool for
                 large-scale, time-constrained regression-classification
                 problems. In a previous paper we experimented with
                 large scale symbolic regression. Here we describe in
                 detail the enhancements and techniques employed to
                 support large scale, time-constrained regression and
                 classification. 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. We discuss in some
                 detail the construction of the fitness function, the
                 use of abstract grammars to combine genetic programming
                 with differential evolution and particle swarm agents,
                 and the use of context-aware crossover.",
  notes =        "part of \cite{Riolo:2007:GPTP} published 2008",
  affiliation =  "Investment Science Corporation 1 Plum Hollow Henderson
                 Nevada 89052 USA",

Genetic Programming entries for Michael Korns