Probabilistic Incremental Program Evolution: Stochastic Search Through Program Space

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

@InProceedings{Salustowicz:97ecml,
  author =       "Rafal P. Salustowicz and Juergen Schmidhuber",
  title =        "Probabilistic Incremental Program Evolution:
                 Stochastic Search Through Program Space",
  booktitle =    "Machine Learning: ECML-97",
  editor =       "Maarten {van Someren} and Gerhard Widmer",
  publisher =    "Springer-Verlag",
  pages =        "213--220",
  year =         "1997",
  volume =       "1224",
  series =       "Lecture Notes in Artificial Intelligence",
  address =      "Prague, Czech Republic",
  publisher_address = "Berlin",
  month =        "23-26 " # apr,
  keywords =     "genetic algorithms, genetic programming,
                 Population-Based Incremental Learning, Stochastic
                 Program Search",
  isbn13 =       "978-3-540-62858-3",
  URL =          "ftp://ftp.idsia.ch/pub/rafal/ECML_PIPE.ps.gz",
  DOI =          "doi:10.1007/3-540-62858-4_86",
  size =         "8 pages",
  abstract =     "Probabilistic Incremental Program Evolution (PIPE) is
                 a novel technique for automatic program synthesis. We
                 combine probability vector coding of program
                 instructions [Schmidhuber, 1997], Population-Based
                 Incremental Learning (PBIL) [Baluja and Caruana, 1995]
                 and tree-coding of programs used in variants of Genetic
                 Programming (GP) [ \cite{icga85:cramer} ;
                 \cite{koza:book} ]. PIPE uses a stochastic selection
                 method for successively generating better and better
                 programs according to an adaptive ``probabilistic
                 prototype tree''. No crossover operator is used. We
                 compare PIPE to Koza's GP variant on a function
                 regression problem and the 6-bit parity problem.",
  affiliation =  "IDSIA Corso Elvezia 36 6900 Lugano Switzerland Corso
                 Elvezia 36 6900 Lugano Switzerland",
  notes =        "ECML-97",
}

Genetic Programming entries for Rafal Salustowicz Jurgen Schmidhuber

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