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Description
  • Fuzzy integral is a general aggregation operator, which encompasses many common aggregation operators like weighted mean, ordered weighted mean, weighted minimum and maximum, etc. In classifier combining, it can be used to aggregate the outputs of the individual classifiers in the team with respect to a fuzzy measure, based on the classifier confidences. In practice, the Choquet integral and the Sugeno integral are used most often. However, they both belong to the more general family of fuzzy t-conorm integral. In this paper, we theoretically examine which fuzzy t-conorm integrals are useful for classifier aggregation, and we experimentally compare the individual methods on 23 benchmark datasets.
  • Fuzzy integral is a general aggregation operator, which encompasses many common aggregation operators like weighted mean, ordered weighted mean, weighted minimum and maximum, etc. In classifier combining, it can be used to aggregate the outputs of the individual classifiers in the team with respect to a fuzzy measure, based on the classifier confidences. In practice, the Choquet integral and the Sugeno integral are used most often. However, they both belong to the more general family of fuzzy t-conorm integral. In this paper, we theoretically examine which fuzzy t-conorm integrals are useful for classifier aggregation, and we experimentally compare the individual methods on 23 benchmark datasets. (en)
Title
  • Dynamic Classifier Aggregation Using Fuzzy t-conorm Integral
  • Dynamic Classifier Aggregation Using Fuzzy t-conorm Integral (en)
skos:prefLabel
  • Dynamic Classifier Aggregation Using Fuzzy t-conorm Integral
  • Dynamic Classifier Aggregation Using Fuzzy t-conorm Integral (en)
skos:notation
  • RIV/67985807:_____/11:00427236!RIV15-GA0-67985807
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(GA201/08/0802), P(ME 949), Z(AV0Z10300504)
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
  • 195736
http://linked.open...ai/riv/idVysledku
  • RIV/67985807:_____/11:00427236
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • fuzzy t-conorm integral; fuzzy measure; dynamic classifier combining (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [F90D44CCE685]
http://linked.open...v/mistoKonaniAkce
  • Dijon
http://linked.open...i/riv/mistoVydani
  • Los Alamitos
http://linked.open...i/riv/nazevZdroje
  • SITIS 2011. Proceedings of the 7th International Conference on Signal Image Technology & Internet Based Systems
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
  • Holeňa, Martin
  • Štefka, David
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
http://linked.open...n/vavai/riv/zamer
number of pages
http://bibframe.org/vocab/doi
  • 10.1109/SITIS.2011.85
http://purl.org/ne...btex#hasPublisher
  • IEEE Computer Society
https://schema.org/isbn
  • 978-1-4673-0431-3
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