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Automatically structuring domain knowledge from text: An overview of current research

  • Malcolm Clark
  • , Yunhyong Kim
  • , Udo Kruschwitz
  • , Dawei Song
  • , Dyaa Albakour
  • , Stephen Dignum
  • , Ulises Cerviño Beresi
  • , Maria Fasli
  • , Anne De Roeck

Producción científica: Articlerevisión exhaustiva

40 Citas (Scopus)

Resumen

This paper presents an overview of automatic methods for building domain knowledge structures (domain models) from text collections. Applications of domain models have a long history within knowledge engineering and artificial intelligence. In the last couple of decades they have surfaced noticeably as a useful tool within natural language processing, information retrieval and semantic web technology. Inspired by the ubiquitous propagation of domain model structures that are emerging in several research disciplines, we give an overview of the current research landscape and some techniques and approaches. We will also discuss trade-offs between different approaches and point to some recent trends.
Idioma originalEnglish
Páginas (desde-hasta)552-568
Número de páginas17
PublicaciónInformation Processing & Management
Volumen48
N.º3
Fecha en línea anticipada3 ago 2011
DOI
EstadoPublished - may 2012

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