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Description
  • This work deals with inductive inference of logic programs -relational learning - from examples. The work is, in the first place, application-oriented. It aims at building an easy-to-use relational learner and it focuses on the tasks that are solvable with the tool. Assumption-based learning, the new learning paradigm is introduced and the ABL system WiM is described. A methodology for experimental evaluation of ILP systems is introduced and experiments with WiM are displayed. Two classes of application -- database schema redesign and mining in spatial data - that have been successfully solved with WiM are described.
  • This work deals with inductive inference of logic programs -relational learning - from examples. The work is, in the first place, application-oriented. It aims at building an easy-to-use relational learner and it focuses on the tasks that are solvable with the tool. Assumption-based learning, the new learning paradigm is introduced and the ABL system WiM is described. A methodology for experimental evaluation of ILP systems is introduced and experiments with WiM are displayed. Two classes of application -- database schema redesign and mining in spatial data - that have been successfully solved with WiM are described. (en)
Title
  • Efficient relational learning from sparse data
  • Efficient relational learning from sparse data (en)
skos:prefLabel
  • Efficient relational learning from sparse data
  • Efficient relational learning from sparse data (en)
skos:notation
  • RIV/00216224:14330/02:00006716!RIV/2003/MSM/143303/N
http://linked.open.../vavai/riv/strany
  • 11
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • Z(MSM 143300003)
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
  • 644495
http://linked.open...ai/riv/idVysledku
  • RIV/00216224:14330/02:00006716
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • relational learning, database schema redesign, mining in spatial dat (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [4AF42114FD54]
http://linked.open...v/mistoKonaniAkce
  • Varna 2002
http://linked.open...i/riv/mistoVydani
  • Varna
http://linked.open...i/riv/nazevZdroje
  • Proceedings of AIMSA'02 Conference
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...ocetUcastnikuAkce
http://linked.open...nichUcastnikuAkce
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Popelínský, Lubomír
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
http://linked.open...n/vavai/riv/zamer
issn
  • 0302-9743
number of pages
http://purl.org/ne...btex#hasPublisher
  • Springer-Verlag
http://localhost/t...ganizacniJednotka
  • 14330
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