The Impact of Parameters Setup on a Genetic Programming Approach to Record Deduplication

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

  title =        "The Impact of Parameters Setup on a Genetic
                 Programming Approach to Record Deduplication",
  author =       "Moises G. {de Carvalho} and Alberto H. F. Laender and 
                 Marcos Andre Goncalves and Thiago C. Porto",
  bibdate =      "2009-03-02",
  bibsource =    "DBLP,
  booktitle =    "{XXIII} Simp{\'o}sio Brasileiro de Banco de Dados",
  publisher =    "SBC",
  year =         "2008",
  editor =       "Sandra de Amo",
  isbn13 =       "978-85-7669-205-8",
  pages =        "91--105",
  URL =          "",
  address =      "Campinas, {S}{\~a}o Paulo, Brasil",
  month =        "13-15 " # oct,
  keywords =     "genetic algorithms, genetic programming",
  size =         "15 pages",
  abstract =     "Several systems that rely on the integrity of the data
                 in order to offer high quality services, such as
                 digital libraries and e-commerce brokers, may be
                 affected by the existence of duplicates,
                 quasi-replicas, or near-duplicates entries in their
                 repositories. Because of that, there has been a huge
                 effort from private and government organizations in
                 developing effective methods for removing replicas from
                 large data repositories. This is due to the fact that
                 cleaned, replica-free repositories not only allow the
                 retrieval of higher-quality information but also lead
                 to a more concise data representation and to potential
                 savings in computational time and resources to process
                 this data. In this work, we extend the results of a
                 GP-based approach we proposed to record deduplication
                 by performing a comprehensive set of experiments
                 regarding its parameterization setup. Our experiments
                 show that some parameter choices can improve the
                 results to up 30percent Thus, the obtained results can
                 be used as guidelines to suggest the most effective way
                 to set up the parameters of our GP-based approach to
                 record deduplication.",
  notes =        "SDG SBBD 2008.",

Genetic Programming entries for Moises G de Carvalho Alberto H F Laender Marcos Andre Goncalves Thiago Costa Porto