Genetic Programming for Inductive Inference of Chaotic Series

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  title =        "Genetic Programming for Inductive Inference of Chaotic
  author =       "Ivan {De Falco} and Antonio {Della Cioppa} and 
                 A. Passaro and Ernesto Tarantino",
  year =         "2005",
  pages =        "156--163",
  editor =       "Isabelle Bloch and Alfredo Petrosino and 
                 Andrea Tettamanzi",
  publisher =    "Springer",
  series =       "Lecture Notes in Computer Science",
  volume =       "3849",
  booktitle =    "Fuzzy Logic and Applications, 6th International
                 Workshop, WILF 2005, Revised Selected Papers",
  address =      "Crema, Italy",
  month =        sep # " 15-17",
  bibdate =      "2006-02-22",
  bibsource =    "DBLP,
  keywords =     "genetic algorithms, genetic programming, Solomonoff
                 complexity, chaotic series",
  ISBN =         "3-540-32529-8",
  DOI =          "doi:10.1007/11676935_19",
  size =         "8 pages",
  abstract =     "In the context of inductive inference Solomonoff
                 complexity plays a key role in correctly predicting the
                 behavior of a given phenomenon. Unfortunately,
                 Solomonoff complexity is not algorithmically
                 computable. This paper deals with a Genetic Programming
                 approach to inductive inference of chaotic series, with
                 reference to Solomonoff complexity, that consists in
                 evolving a population of mathematical expressions
                 looking for the 'optimal' one that generates a given
                 series of chaotic data. Validation is performed on the
                 Logistic, the Henon and the Mackey-Glass series. The
                 results show that the method is effective in obtaining
                 the analytical expression of the first two series, and
                 in achieving a very good approximation and forecasting
                 of the Mackey-Glass series.",

Genetic Programming entries for Ivanoe De Falco Antonio Della Cioppa A Passaro Ernesto Tarantino