Statistical mechanics of program systems

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@Article{Neirotti:2006:JP,
  author =       "Juan P Neirotti and Nestor Caticha",
  title =        "Statistical mechanics of program systems",
  journal =      "Journal of Physics A: Mathematical and General",
  year =         "2006",
  volume =       "39",
  number =       "33",
  pages =        "10355--10361",
  month =        "18 " # aug,
  keywords =     "genetic algorithms, genetic programming, Lisp, SA,
                 PTMC",
  URL =          "http://www.ncrg.aston.ac.uk/~neirotjp/publications/jpa-2006.pdf",
  DOI =          "doi:10.1088/0305-4470/39/33/006",
  abstract =     "We discuss the collective behaviour of a set of
                 operators and variables that constitute a program and
                 the emergence of meaningful computational properties in
                 the language of statistical mechanics. This is done by
                 appropriately modifying available Monte Carlo methods
                 to deal with hierarchical structures. The study
                 suggests, in analogy with simulated annealing, a method
                 to automatically design programs. Reasonable solutions
                 can be found, at low temperatures, when the method is
                 applied to simple toy problems such as finding an
                 algorithm that determines the roots of a function or
                 one that makes a nonlinear regression. Peaks in the
                 specific heat are interpreted as signalling phase
                 transitions which separate regions where different
                 algorithmic strategies are used to solve the problem.",
  notes =        "PACS numbers: 02.50.Ng, 05.10.-a, 07.05.Mh

                 detailed balance, ergodic, metropolis, exchange every
                 ten generations, root finding faster than secant method
                 (page 10360), phase transitions, specific heat.",
}

Genetic Programming entries for Juan Pablo Neirotti Nestor Caticha

Citations