Mining Distributed Evolving Data Streams using Fractal GP Ensembles

Created by W.Langdon from gp-bibliography.bib Revision:1.4192

  author =       "Gianluigi Folino and Clara Pizzuti and 
                 Giandomenico Spezzano",
  title =        "Mining Distributed Evolving Data Streams using Fractal
                 GP Ensembles",
  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
  publisher =    "Springer",
  series =       "Lecture Notes in Computer Science",
  volume =       "4445",
  year =         "2007",
  address =      "Valencia, Spain",
  month =        "11-13 " # apr,
  pages =        "160--169",
  keywords =     "genetic algorithms, genetic programming",
  ISBN =         "3-540-71602-5",
  isbn13 =       "978-3-540-71602-0",
  DOI =          "doi:10.1007/978-3-540-71605-1_15",
  abstract =     "A Genetic Programming based boosting ensemble method
                 for the classification of distributed streaming data is
                 proposed. The approach handles flows of data coming
                 from multiple locations by building a global model
                 obtained by the aggregation of the local models coming
                 from each node. A main characteristics of the algorithm
                 presented is its adaptability in presence of concept
                 drift. Changes in data can cause serious deterioration
                 of the ensemble performance. Our approach is able to
                 discover changes by adopting a strategy based on
                 self-similarity of the ensemble behaviour, measured by
                 its fractal dimension, and to revise itself by promptly
                 restoring classification accuracy. Experimental results
                 on a synthetic data set show the validity of the
                 approach in maintaining an accurate and up-to-date GP
  notes =        "Part of \cite{ebner:2007:GP} EuroGP'2007 held in
                 conjunction with EvoCOP2007, EvoBIO2007 and

Genetic Programming entries for Gianluigi Folino Clara Pizzuti Giandomenico Spezzano