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Description
  • Fuzzy classifiers and fuzzy rules can be informally defined as tools that use fuzzy sets or fuzzy logic for their operations. In this paper, we use genetic programming to evolve a fuzzy classifier in the form of a. fuzzy search expression to predict product quality. We interpret the data mining task as a fuzzy information retrieval problem and we apply a. successful information retrieval method for search query optimization to the fuzzy classifier evolution. We demonstrate the ability of the genetic programming to evolve useful fuzzy classifiers on two use cases in which we detect faulty products of a product processing plant and discover intrusions in a computer network.
  • Fuzzy classifiers and fuzzy rules can be informally defined as tools that use fuzzy sets or fuzzy logic for their operations. In this paper, we use genetic programming to evolve a fuzzy classifier in the form of a. fuzzy search expression to predict product quality. We interpret the data mining task as a fuzzy information retrieval problem and we apply a. successful information retrieval method for search query optimization to the fuzzy classifier evolution. We demonstrate the ability of the genetic programming to evolve useful fuzzy classifiers on two use cases in which we detect faulty products of a product processing plant and discover intrusions in a computer network. (en)
Title
  • The Evolution of Fuzzy Classifier for Data Mining with Applications
  • The Evolution of Fuzzy Classifier for Data Mining with Applications (en)
skos:prefLabel
  • The Evolution of Fuzzy Classifier for Data Mining with Applications
  • The Evolution of Fuzzy Classifier for Data Mining with Applications (en)
skos:notation
  • RIV/61989100:27240/10:86077836!RIV11-MPO-27240___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(FR-TI1/420)
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http://linked.open...aciTvurceVysledku
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http://linked.open...dnocenehoVysledku
  • 258019
http://linked.open...ai/riv/idVysledku
  • RIV/61989100:27240/10:86077836
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  • fuzzy systems; classifier evolution; information retrieval; genetic programming (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [F2769C1890A1]
http://linked.open...v/mistoKonaniAkce
  • Indian Inst Technol Kanpur, Kanpur, INDIA
http://linked.open...i/riv/mistoVydani
  • Berlin Heidelberg
http://linked.open...i/riv/nazevZdroje
  • Simulated Evolution and Learning
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
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  • Abraham Padath, Ajith
  • Krömer, Pavel
  • Platoš, Jan
  • Snášel, Václav
http://linked.open...vavai/riv/typAkce
http://linked.open...ain/vavai/riv/wos
  • 000289185200036
http://linked.open.../riv/zahajeniAkce
issn
  • 0302-9743
number of pages
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  • Springer-Verlag. (Berlin; Heidelberg)
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  • 978-3-642-17297-7
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  • 27240
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