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Study of Query Expansion Techniques and Their Application in the Biomedical Information Retrieval

Information Retrieval focuses on finding documents whose content matches with a user query from a large document collection. As formulating well-designed queries is difficult for most users, it is necessary to use query expansion to retrieve relevant information. Query expansion techniques are widel...

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Detalles Bibliográficos
Autores principales: Rivas, A. R., Iglesias, E. L., Borrajo, L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3958669/
https://www.ncbi.nlm.nih.gov/pubmed/24723793
http://dx.doi.org/10.1155/2014/132158
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author Rivas, A. R.
Iglesias, E. L.
Borrajo, L.
author_facet Rivas, A. R.
Iglesias, E. L.
Borrajo, L.
author_sort Rivas, A. R.
collection PubMed
description Information Retrieval focuses on finding documents whose content matches with a user query from a large document collection. As formulating well-designed queries is difficult for most users, it is necessary to use query expansion to retrieve relevant information. Query expansion techniques are widely applied for improving the efficiency of the textual information retrieval systems. These techniques help to overcome vocabulary mismatch issues by expanding the original query with additional relevant terms and reweighting the terms in the expanded query. In this paper, different text preprocessing and query expansion approaches are combined to improve the documents initially retrieved by a query in a scientific documental database. A corpus belonging to MEDLINE, called Cystic Fibrosis, is used as a knowledge source. Experimental results show that the proposed combinations of techniques greatly enhance the efficiency obtained by traditional queries.
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spelling pubmed-39586692014-04-10 Study of Query Expansion Techniques and Their Application in the Biomedical Information Retrieval Rivas, A. R. Iglesias, E. L. Borrajo, L. ScientificWorldJournal Research Article Information Retrieval focuses on finding documents whose content matches with a user query from a large document collection. As formulating well-designed queries is difficult for most users, it is necessary to use query expansion to retrieve relevant information. Query expansion techniques are widely applied for improving the efficiency of the textual information retrieval systems. These techniques help to overcome vocabulary mismatch issues by expanding the original query with additional relevant terms and reweighting the terms in the expanded query. In this paper, different text preprocessing and query expansion approaches are combined to improve the documents initially retrieved by a query in a scientific documental database. A corpus belonging to MEDLINE, called Cystic Fibrosis, is used as a knowledge source. Experimental results show that the proposed combinations of techniques greatly enhance the efficiency obtained by traditional queries. Hindawi Publishing Corporation 2014-03-02 /pmc/articles/PMC3958669/ /pubmed/24723793 http://dx.doi.org/10.1155/2014/132158 Text en Copyright © 2014 A. R. Rivas et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Rivas, A. R.
Iglesias, E. L.
Borrajo, L.
Study of Query Expansion Techniques and Their Application in the Biomedical Information Retrieval
title Study of Query Expansion Techniques and Their Application in the Biomedical Information Retrieval
title_full Study of Query Expansion Techniques and Their Application in the Biomedical Information Retrieval
title_fullStr Study of Query Expansion Techniques and Their Application in the Biomedical Information Retrieval
title_full_unstemmed Study of Query Expansion Techniques and Their Application in the Biomedical Information Retrieval
title_short Study of Query Expansion Techniques and Their Application in the Biomedical Information Retrieval
title_sort study of query expansion techniques and their application in the biomedical information retrieval
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3958669/
https://www.ncbi.nlm.nih.gov/pubmed/24723793
http://dx.doi.org/10.1155/2014/132158
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