Ontologies in cross-language information retrieval
Zusammenfassung
We present an approach to using ontologies as interlingua in cross-language information retrieval in the medical domain. Our approach is based on using the Unified Medical Language System (UMLS) as the primary ontology. Documents and queries are annotated with multiple layers of linguistic information (part-of-speech tags, lemmas, phrase chunks). Based on this we identify medical terms and semantic relations between them and map them to their position in the ontology. The paper describes experiments in monolingual and cross-language document retrieval, performed on a corpus of medical abstracts. Results show that semantic information, specifically the combined use of concepts and relations, increases the precision in monolingual retrieval. In cross-language retrieval the semantic annotation outperforms machine translation of the queries, but the best results are achieved by combining a similarity thesaurus with the semantic codes.
- Vollständige Referenz
- BibTeX
Volk, M., Vintar, Š. & Buitelaar, P.,
(2003).
Ontologies in cross-language information retrieval.
In:
Reimer, U., Abecker, A., Staab, S. & Stumme, G.
(Hrsg.),
WM 2003: Professionelles Wissesmanagement – Erfahrungen und Visionen, Beiträge der 2. Konferenz Professionelles Wissensmanagement.
Bonn:
Gesellschaft für Informatik e.V..
(S. 43-50).
@inproceedings{mci/Volk2003,
author = {Volk, Martin AND Vintar, Špela AND Buitelaar, Paul},
title = {Ontologies in cross-language information retrieval},
booktitle = {WM 2003: Professionelles Wissesmanagement – Erfahrungen und Visionen, Beiträge der 2. Konferenz Professionelles Wissensmanagement},
year = {2003},
editor = {Reimer, Ulrich AND Abecker, Andreas AND Staab, Steffen AND Stumme, Gerd} ,
pages = { 43-50 },
publisher = {Gesellschaft für Informatik e.V.},
address = {Bonn}
}
author = {Volk, Martin AND Vintar, Špela AND Buitelaar, Paul},
title = {Ontologies in cross-language information retrieval},
booktitle = {WM 2003: Professionelles Wissesmanagement – Erfahrungen und Visionen, Beiträge der 2. Konferenz Professionelles Wissensmanagement},
year = {2003},
editor = {Reimer, Ulrich AND Abecker, Andreas AND Staab, Steffen AND Stumme, Gerd} ,
pages = { 43-50 },
publisher = {Gesellschaft für Informatik e.V.},
address = {Bonn}
}
| Dateien | Groesse | Format | Anzeige | |
|---|---|---|---|---|
| GI-Proceedings.28-10.pdf | 45.62Kb | Öffnen |
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Mehr Information
ISBN: 3-88579-357-1
ISSN: 1617-5468
Datum: 2003
Sprache:
(en)
(en)
Typ: Text/Conference Paper

