A Cross-lingual Framework for Monolingual Biomedical Information Retrieval
Trieschnigg, Dolf and Hiemstra, Djoerd and Jong de, Franciska and Kraaij, Wessel (2010) A Cross-lingual Framework for Monolingual Biomedical Information Retrieval. In: 19th ACM Conference on Information and Knowledge Management, CIKM '10, 26-30 Oct 2010, Toronto, Canada. (In Press)
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| Abstract: | An important challenge for biomedical information retrieval (IR) is dealing with the complex, inconsistent and ambiguous biomedical terminology. Frequently, a concept-based representation defined in terms of a domain-specific terminological resource is employed to deal with this challenge. In this paper, we approach the incorporation of a concept-based representation in monolingual biomedical IR from a cross-lingual perspective. In the proposed framework, this is realised by translating and matching between text and concept-based representations. The approach allows for deployment of a rich set of techniques proposed and evaluated in traditional cross-lingual IR. We compare six translation models and measure their effectiveness in the biomedical domain. We demonstrate that the approach can result in significant improvements in retrieval effectiveness over word-based retrieval. Moreover, we demonstrate increased effectiveness of a CLIR framework for monolingual biomedical IR if basic translations models are combined. |
| Item Type: | Conference or Workshop Item |
| Faculty: | Electrical Engineering, Mathematics and Computer Science (EEMCS) |
| Research Group: | |
| Link to this item: | http://purl.utwente.nl/publications/72470 |
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