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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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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. |
format | Online Article Text |
id | pubmed-3958669 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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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