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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 successful information retrieval method for search query optimization to the fuzzy classifier evolution. We demonstrate the ability of genetic programming to evolve useful fuzzy classifiers on a real world case in which a classifier detecting faulty products in an industrial production process is evolved.
  • 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 successful information retrieval method for search query optimization to the fuzzy classifier evolution. We demonstrate the ability of genetic programming to evolve useful fuzzy classifiers on a real world case in which a classifier detecting faulty products in an industrial production process is evolved. (en)
Title
  • Evolving Fuzzy Classifier for Data Mining - an Information Retrieval Approach
  • Evolving Fuzzy Classifier for Data Mining - an Information Retrieval Approach (en)
skos:prefLabel
  • Evolving Fuzzy Classifier for Data Mining - an Information Retrieval Approach
  • Evolving Fuzzy Classifier for Data Mining - an Information Retrieval Approach (en)
skos:notation
  • RIV/61989100:27240/10:86077748!RIV11-MPO-27240___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(FR-TI1/420)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 258061
http://linked.open...ai/riv/idVysledku
  • RIV/61989100:27240/10:86077748
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • Approach; Retrieval; Information; Mining; Data; for; Classifier; Fuzzy; Evolving (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [0514E5CEA750]
http://linked.open...v/mistoKonaniAkce
  • Leon, Spain
http://linked.open...i/riv/mistoVydani
  • Berlin Heidelberg
http://linked.open...i/riv/nazevZdroje
  • COMPUTATIONAL INTELLIGENCE IN SECURITY FOR INFORMATION SYSTEMS 2010
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Abraham Padath, Ajith
  • Krömer, Pavel
  • Platoš, Jan
  • Snášel, Václav
http://linked.open...vavai/riv/typAkce
http://linked.open...ain/vavai/riv/wos
  • 000289216200003
http://linked.open.../riv/zahajeniAkce
issn
  • 1867-5662
number of pages
http://purl.org/ne...btex#hasPublisher
  • Springer-Verlag. (Berlin; Heidelberg)
https://schema.org/isbn
  • 978-3-642-16625-9
http://localhost/t...ganizacniJednotka
  • 27240
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