Fuzzy classification by evolutionary algorithms

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@InProceedings{Kromer:2011:SMC,
  author =       "Pavel Kromer and Jan Platos and Vaclav Snasel and 
                 Ajith Abraham",
  title =        "Fuzzy classification by evolutionary algorithms",
  booktitle =    "IEEE International Conference on Systems, Man, and
                 Cybernetics (SMC 2011)",
  year =         "2011",
  month =        "9-12 " # oct,
  pages =        "313--318",
  address =      "Anchorage, Alaska, USA",
  size =         "6 pages",
  abstract =     "Fuzzy sets and fuzzy logic can be used for efficient
                 data classification by fuzzy rules and fuzzy
                 classifiers. This paper presents an application of
                 genetic programming to the evolution of fuzzy
                 classifiers based on extended Boolean queries. Extended
                 Boolean queries are well known concept in the area of
                 fuzzy information retrieval. An extended Boolean query
                 represents a complex soft search expression that
                 defines a fuzzy set on the collection of searched
                 documents. We interpret the data mining task as a fuzzy
                 information retrieval problem and we apply a proven
                 method for query induction from data to find useful
                 fuzzy classifiers. The ability of the genetic
                 programming to evolve useful fuzzy classifiers is
                 demonstrated on two use cases in which we detect faulty
                 products in a product processing plant and discover
                 intrusions in a computer network.",
  keywords =     "genetic algorithms, genetic programming, computer
                 network, data classification, data mining, document
                 retrieval, evolutionary algorithms, extended Boolean
                 queries, fuzzy classification, fuzzy information
                 retrieval, fuzzy logic, fuzzy rules, fuzzy sets,
                 intrusion, query induction, data mining, document
                 handling, fuzzy logic, fuzzy set theory, pattern
                 classification, query processing, security of data",
  DOI =          "doi:10.1109/ICSMC.2011.6083684",
  ISSN =         "1062-922X",
  notes =        "Also known as \cite{6083684}",
}

Genetic Programming entries for Pavel Kromer Jan Platos Vaclav Snasel Ajith Abraham

Citations