Parsimony doesn't mean Simplicity: Genetic Programming for Inductive Inference on Noisy Data

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

@InProceedings{eurogp07:DeFalco,
  author =       "Ivanoe {De Falco} and Antonio {Della Cioppa} and 
                 Domenico Maisto and Umberto Scafuri and 
                 Ernesto Tarantino",
  title =        "Parsimony doesn't mean Simplicity: Genetic Programming
                 for Inductive Inference on Noisy Data",
  editor =       "Marc Ebner and Michael O'Neill and Anik\'o Ek\'art and 
                 Leonardo Vanneschi and Anna Isabel Esparcia-Alc\'azar",
  booktitle =    "Proceedings of the 10th European Conference on Genetic
                 Programming",
  publisher =    "Springer",
  series =       "Lecture Notes in Computer Science",
  volume =       "4445",
  year =         "2007",
  address =      "Valencia, Spain",
  month =        "11-13 " # apr,
  pages =        "351--360",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-3-540-71602-0",
  ISBN =         "3-540-71602-5",
  DOI =          "doi:10.1007/978-3-540-71605-1_33",
  abstract =     "A Genetic Programming algorithm based on Solomonoff
                 probabilistic induction is designed and used to face an
                 Inductive Inference task, i.e., symbolic regression. To
                 this aim, some test functions are dressed with
                 increasing levels of noise and the algorithm is
                 employed to denoise the resulting function and recover
                 the starting functions. Then, the algorithm is compared
                 against a classical parsimony-based GP. The results
                 shows the superiority of the Solomonoff-based
                 approach.",
  notes =        "Part of \cite{ebner:2007:GP} EuroGP'2007 held in
                 conjunction with EvoCOP2007, EvoBIO2007 and
                 EvoWorkshops2007",
}

Genetic Programming entries for Ivanoe De Falco Antonio Della Cioppa Domenico Maisto Umberto Scafuri Ernesto Tarantino

Citations