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Description
  • We propose an unconventional updating algorithm for weighting features for a classification task with abrupt changes of the error function. Using a so-called nonsmooth analysis we prove the quadratic convergence of such a learning process. For the dynamic optimization of the step size we use approach similar to Runge’s method of a half step. Finally we demonstrate its classification abilities on artificial as well as on real-life classification tasks.
  • We propose an unconventional updating algorithm for weighting features for a classification task with abrupt changes of the error function. Using a so-called nonsmooth analysis we prove the quadratic convergence of such a learning process. For the dynamic optimization of the step size we use approach similar to Runge’s method of a half step. Finally we demonstrate its classification abilities on artificial as well as on real-life classification tasks. (en)
Title
  • Using the Nonsmooth Analysis in a Learning Process
  • Using the Nonsmooth Analysis in a Learning Process (en)
skos:prefLabel
  • Using the Nonsmooth Analysis in a Learning Process
  • Using the Nonsmooth Analysis in a Learning Process (en)
skos:notation
  • RIV/67985807:_____/10:00355020!RIV11-MSM-67985807
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(1M0567), Z(AV0Z10300504), Z(MSM6840770012)
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
  • 294841
http://linked.open...ai/riv/idVysledku
  • RIV/67985807:_____/10:00355020
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • nonsmooth analysis; pattern classification; multivariate systems; 1-NN classifier; weighted distances (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [AB0148A091CE]
http://linked.open...v/mistoKonaniAkce
  • Singapore
http://linked.open...i/riv/mistoVydani
  • -
http://linked.open...i/riv/nazevZdroje
  • Proceeding of The 2010 IRAST International Congress on Computer Applications and Computational Science
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
  • Jiřina jr., M.
  • Jiřina, Marcel
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
http://linked.open...n/vavai/riv/zamer
number of pages
http://purl.org/ne...btex#hasPublisher
  • IRAST
https://schema.org/isbn
  • 978-981-08-6846-8
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