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Description
  • We describe one part of a web page content classification system used for contextual advertising. The system classifies the content of a web page to one of many predefined ad categories, i.e. performing text classification [2,8,10]. Our goal is to identify the best performing classification model for Czech language. We present a comprehensive comparison study of selected models, text representations, and feature selection techniques on a collection of datasets with different numbers of documents, numbers of categories, and varying category sizes. We conclude the work with the recommendation for the best performing models.
  • We describe one part of a web page content classification system used for contextual advertising. The system classifies the content of a web page to one of many predefined ad categories, i.e. performing text classification [2,8,10]. Our goal is to identify the best performing classification model for Czech language. We present a comprehensive comparison study of selected models, text representations, and feature selection techniques on a collection of datasets with different numbers of documents, numbers of categories, and varying category sizes. We conclude the work with the recommendation for the best performing models. (en)
Title
  • Empirical Study of Classification Models for Web Page Categorization
  • Empirical Study of Classification Models for Web Page Categorization (en)
skos:prefLabel
  • Empirical Study of Classification Models for Web Page Categorization
  • Empirical Study of Classification Models for Web Page Categorization (en)
skos:notation
  • RIV/68407700:21230/14:00220119!RIV15-MSM-21230___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • S
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
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  • 14465
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  • RIV/68407700:21230/14:00220119
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • text classification; text representation; feature selection; model comparison; naive bayes model; dirichlet compound multinomial (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [E532ADE4C7B0]
http://linked.open...v/mistoKonaniAkce
  • Praha
http://linked.open...i/riv/mistoVydani
  • Amsterdam
http://linked.open...i/riv/nazevZdroje
  • Frontiers in Artificial Intelligence and Applications
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http://linked.open...cetTvurcuVysledku
http://linked.open...UplatneniVysledku
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  • Šedivý, Jan
  • Tunys, Tomáš
http://linked.open...vavai/riv/typAkce
http://linked.open...ain/vavai/riv/wos
  • 000350218400030
http://linked.open.../riv/zahajeniAkce
issn
  • 0922-6389
number of pages
http://bibframe.org/vocab/doi
  • 10.3233/978-1-61499-421-3-290
http://purl.org/ne...btex#hasPublisher
  • IOS Press
https://schema.org/isbn
  • 978-1-61499-420-6
http://localhost/t...ganizacniJednotka
  • 21230
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