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Description
  • In this paper we study the problem of classification of textual web reports. We are specifically focused on situations in which structured information extracted from the reports is used for classification. We present an experimental classification system based on usage of third party linguistic analyzers, our previous work on web information extraction, and fuzzy inductive logic programming (fuzzy ILP). A detailed study of the so-called 'Fuzzy ILP Classifier' is the main contribution of the paper. The study includes formal models, prototype implementation, extensive evaluation experiments and comparison of the classifier with other alternatives like decision trees, support vector machines, neural networks, etc.
  • In this paper we study the problem of classification of textual web reports. We are specifically focused on situations in which structured information extracted from the reports is used for classification. We present an experimental classification system based on usage of third party linguistic analyzers, our previous work on web information extraction, and fuzzy inductive logic programming (fuzzy ILP). A detailed study of the so-called 'Fuzzy ILP Classifier' is the main contribution of the paper. The study includes formal models, prototype implementation, extensive evaluation experiments and comparison of the classifier with other alternatives like decision trees, support vector machines, neural networks, etc. (en)
Title
  • Fuzzy ILP Classification of web reports after linguistic text mining
  • Fuzzy ILP Classification of web reports after linguistic text mining (en)
skos:prefLabel
  • Fuzzy ILP Classification of web reports after linguistic text mining
  • Fuzzy ILP Classification of web reports after linguistic text mining (en)
skos:notation
  • RIV/00216208:11320/12:10100152!RIV13-GA0-11320___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(GAP202/10/0761), P(GD201/09/H057), S, Z(MSM0021620838)
http://linked.open...iv/cisloPeriodika
  • 3
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
  • 137596
http://linked.open...ai/riv/idVysledku
  • RIV/00216208:11320/12:10100152
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • Machine learning; Natural language processing; Information extraction; Inductive logic programming; Fuzzy (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...odStatuVydavatele
  • GB - Spojené království Velké Británie a Severního Irska
http://linked.open...ontrolniKodProRIV
  • [95807D4AED23]
http://linked.open...i/riv/nazevZdroje
  • Information Processing and Management
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http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...v/svazekPeriodika
  • 48
http://linked.open...iv/tvurceVysledku
  • Vojtáš, Peter
  • Dědek, Jan
  • Vomlelová, Marta
http://linked.open...ain/vavai/riv/wos
  • 000303223600005
http://linked.open...n/vavai/riv/zamer
issn
  • 0306-4573
number of pages
http://bibframe.org/vocab/doi
  • 10.1016/j.ipm.2011.02.008
http://localhost/t...ganizacniJednotka
  • 11320
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