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  • The aim of the paper is to demonstrate that genetic programming can be very easily exploited for induction of decision trees. Moreover, we show that by a proper selection of fitness function we can quite simply influence the process of decision trees evolution so that simpler (and thus more comprehensible) decision trees are preferred. To demonstrate the power of genetic programming in this area and to bring out some results the well-known iris classification example is utilised. Our results are then compared with the ones acquired on the same data set using commonly available commercial products.
  • The aim of the paper is to demonstrate that genetic programming can be very easily exploited for induction of decision trees. Moreover, we show that by a proper selection of fitness function we can quite simply influence the process of decision trees evolution so that simpler (and thus more comprehensible) decision trees are preferred. To demonstrate the power of genetic programming in this area and to bring out some results the well-known iris classification example is utilised. Our results are then compared with the ones acquired on the same data set using commonly available commercial products. (en)
Title
  • Classification Using Genetic Programming
  • Classification Using Genetic Programming (en)
skos:prefLabel
  • Classification Using Genetic Programming
  • Classification Using Genetic Programming (en)
skos:notation
  • RIV/62690094:18450/00:5503!RIV/2001/MSM/184501/N
http://linked.open.../vavai/riv/strany
  • 71
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • Z(MSM 184500001)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
  • Hynek, Josef
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 706927
http://linked.open...ai/riv/idVysledku
  • RIV/62690094:18450/00:5503
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • genetic programming;classification;decision trees (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [FB7D07AE732F]
http://linked.open...i/riv/mistoVydani
  • Brno
http://linked.open...i/riv/nazevZdroje
  • Proc. of the 6th International Conference on Soft Computing
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Hynek, Josef
http://linked.open...n/vavai/riv/zamer
number of pages
http://purl.org/ne...btex#hasPublisher
  • Vysoké učení technické v Brně
https://schema.org/isbn
  • 80-214-1609-2
http://localhost/t...ganizacniJednotka
  • 18450
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