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Moara: a Java library for extracting and normalizing gene and protein mentions
BACKGROUND: Gene/protein recognition and normalization are important preliminary steps for many biological text mining tasks, such as information retrieval, protein-protein interactions, and extraction of semantic information, among others. Despite dedication to these problems and effective solution...
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2010
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2851609/ https://www.ncbi.nlm.nih.gov/pubmed/20346105 http://dx.doi.org/10.1186/1471-2105-11-157 |
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author | Neves, Mariana L Carazo, José-María Pascual-Montano, Alberto |
author_facet | Neves, Mariana L Carazo, José-María Pascual-Montano, Alberto |
author_sort | Neves, Mariana L |
collection | PubMed |
description | BACKGROUND: Gene/protein recognition and normalization are important preliminary steps for many biological text mining tasks, such as information retrieval, protein-protein interactions, and extraction of semantic information, among others. Despite dedication to these problems and effective solutions being reported, easily integrated tools to perform these tasks are not readily available. RESULTS: This study proposes a versatile and trainable Java library that implements gene/protein tagger and normalization steps based on machine learning approaches. The system has been trained for several model organisms and corpora but can be expanded to support new organisms and documents. CONCLUSIONS: Moara is a flexible, trainable and open-source system that is not specifically orientated to any organism and therefore does not requires specific tuning in the algorithms or dictionaries utilized. Moara can be used as a stand-alone application or can be incorporated in the workflow of a more general text mining system. |
format | Text |
id | pubmed-2851609 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-28516092010-04-09 Moara: a Java library for extracting and normalizing gene and protein mentions Neves, Mariana L Carazo, José-María Pascual-Montano, Alberto BMC Bioinformatics Software BACKGROUND: Gene/protein recognition and normalization are important preliminary steps for many biological text mining tasks, such as information retrieval, protein-protein interactions, and extraction of semantic information, among others. Despite dedication to these problems and effective solutions being reported, easily integrated tools to perform these tasks are not readily available. RESULTS: This study proposes a versatile and trainable Java library that implements gene/protein tagger and normalization steps based on machine learning approaches. The system has been trained for several model organisms and corpora but can be expanded to support new organisms and documents. CONCLUSIONS: Moara is a flexible, trainable and open-source system that is not specifically orientated to any organism and therefore does not requires specific tuning in the algorithms or dictionaries utilized. Moara can be used as a stand-alone application or can be incorporated in the workflow of a more general text mining system. BioMed Central 2010-03-26 /pmc/articles/PMC2851609/ /pubmed/20346105 http://dx.doi.org/10.1186/1471-2105-11-157 Text en Copyright ©2010 Neves et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Software Neves, Mariana L Carazo, José-María Pascual-Montano, Alberto Moara: a Java library for extracting and normalizing gene and protein mentions |
title | Moara: a Java library for extracting and normalizing gene and protein mentions |
title_full | Moara: a Java library for extracting and normalizing gene and protein mentions |
title_fullStr | Moara: a Java library for extracting and normalizing gene and protein mentions |
title_full_unstemmed | Moara: a Java library for extracting and normalizing gene and protein mentions |
title_short | Moara: a Java library for extracting and normalizing gene and protein mentions |
title_sort | moara: a java library for extracting and normalizing gene and protein mentions |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2851609/ https://www.ncbi.nlm.nih.gov/pubmed/20346105 http://dx.doi.org/10.1186/1471-2105-11-157 |
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