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Ontologies in cross-language information retrieval
In: Volk, Martin; Vintar, S; Buitelaar, P (2003). Ontologies in cross-language information retrieval. In: 2nd Conference on Professional Knowledge Management, Luzern, 2003 - 2003. (2003)
Abstract: 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.
Keyword: 000 Computer science; 410 Linguistics; Institute of Computational Linguistics; knowledge & systems
URL: https://doi.org/10.5167/uzh-20341
https://www.zora.uzh.ch/id/eprint/20341/2/Volk_Vintar_Buitelaar_2003V.pdf
https://www.zora.uzh.ch/id/eprint/20341/
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2
A cross-language document retrieval system based on semantic annotation
In: Sacaleanu, B; Buitelaar, P; Volk, Martin (2003). A cross-language document retrieval system based on semantic annotation. In: EACL, Budapest, Hungary, 2003 - 2003. (2003)
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3
Semantic relations in concept-based cross-language medical information retrieval
In: Vintar, S; Buitelaar, P; Volk, Martin (2003). Semantic relations in concept-based cross-language medical information retrieval. In: Workshop on Adaptive Text Extraction and Mining, Cavtat_Dubrovnik, 2003 - 2003. (2003)
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4
Semantic annotation for concept-based cross-language medical information retrieval
In: Volk, Martin; Ripplinger, B; Vintar, S; Buitelaar, P; Raileanu, D; Sacaleanu, B (2002). Semantic annotation for concept-based cross-language medical information retrieval. International Journal of Medical Informatics, 67(1-3):97-112. (2002)
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5
A systematic evaluation of concept-based cross-language information retrieval in the medical domain
In: Volk, Martin; Buitelaar, P (2002). A systematic evaluation of concept-based cross-language information retrieval in the medical domain. In: 3rd Dutch-Belgian Information Retrieval Workshop, Leuven, 2002 - 2002. (2002)
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