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Description
  • We present a novel method for the construction of decision trees. The method utilises concept lattices in that certain formal concepts of the concept lattice associated to input data are used as nodes of the decision tree constructed from the data. The concept lattice provides global information about natural clusters in the input data, which we use for selection of splitting attributes. The usage of such global information is the main novelty of our approach. Experimental evaluation indicates good performance of our method. We describe the method, experimental results, and a comparison with standard methods on benchmark datasets.
  • We present a novel method for the construction of decision trees. The method utilises concept lattices in that certain formal concepts of the concept lattice associated to input data are used as nodes of the decision tree constructed from the data. The concept lattice provides global information about natural clusters in the input data, which we use for selection of splitting attributes. The usage of such global information is the main novelty of our approach. Experimental evaluation indicates good performance of our method. We describe the method, experimental results, and a comparison with standard methods on benchmark datasets. (en)
Title
  • Inducing decision trees via concept lattices
  • Inducing decision trees via concept lattices (en)
skos:prefLabel
  • Inducing decision trees via concept lattices
  • Inducing decision trees via concept lattices (en)
skos:notation
  • RIV/61989592:15310/09:00010279!RIV10-MSM-15310___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(1ET101370417), Z(MSM6198959214)
http://linked.open...iv/cisloPeriodika
  • 4
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
  • 319063
http://linked.open...ai/riv/idVysledku
  • RIV/61989592:15310/09:00010279
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • decision trees; classification; machine learning; concept lattice; formal concept analysis (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...odStatuVydavatele
  • GB - Spojené království Velké Británie a Severního Irska
http://linked.open...ontrolniKodProRIV
  • [F9D551F5B491]
http://linked.open...i/riv/nazevZdroje
  • International Journal of General 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...v/svazekPeriodika
  • 38
http://linked.open...iv/tvurceVysledku
  • Bělohlávek, Radim
  • Outrata, Jan
  • Vychodil, Vilém
  • De Baets, Bernard
http://linked.open...n/vavai/riv/zamer
issn
  • 0308-1079
number of pages
http://localhost/t...ganizacniJednotka
  • 15310
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