Understanding metadata written in natural language is a premise to successful automated integration of large scale, language-rich, classications such as the ones used in digital libraries. We analyze the natural language labels within classication by exploring their syntactic structure, we then show how this structure can be used to detect patterns of language that can be processed by a lightweight parser with an average accuracy of 96.82%. This allows for a deeper understanding of natural language metadata semantics, which we show can improve by almost 18% the accuracy of the automatic translation of classications into lightweight ontologies required by semantic matching, search and classication algorithms.

Lightweight Parsing of Classications into Lightweight Ontologies / Autayeu, Aliaksandr; Andrews, Pierre; Giunchiglia, Fausto. - ELETTRONICO. - (2010), pp. 1-12.

Lightweight Parsing of Classications into Lightweight Ontologies

Autayeu, Aliaksandr;Andrews, Pierre;Giunchiglia, Fausto
2010-01-01

Abstract

Understanding metadata written in natural language is a premise to successful automated integration of large scale, language-rich, classications such as the ones used in digital libraries. We analyze the natural language labels within classication by exploring their syntactic structure, we then show how this structure can be used to detect patterns of language that can be processed by a lightweight parser with an average accuracy of 96.82%. This allows for a deeper understanding of natural language metadata semantics, which we show can improve by almost 18% the accuracy of the automatic translation of classications into lightweight ontologies required by semantic matching, search and classication algorithms.
2010
Trento
University of Trento - Dipartimento di Ingegneria e Scienza dell'Informazione
Lightweight Parsing of Classications into Lightweight Ontologies / Autayeu, Aliaksandr; Andrews, Pierre; Giunchiglia, Fausto. - ELETTRONICO. - (2010), pp. 1-12.
Autayeu, Aliaksandr; Andrews, Pierre; Giunchiglia, Fausto
File in questo prodotto:
File Dimensione Formato  
025.pdf

accesso aperto

Tipologia: Versione editoriale (Publisher’s layout)
Licenza: Tutti i diritti riservati (All rights reserved)
Dimensione 290 kB
Formato Adobe PDF
290 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11572/358219
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact