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Authors: Jihen Majdoubi ; Mohamed Tmar and Faiez Gargouri

Affiliation: Higher Institute of Information Technologie and Multimedia, Tunisia

Keyword(s): Medical article, Conceptual indexing, Language models, MeSH thesaurus.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Biomedical Engineering ; Data Engineering ; Enterprise Information Systems ; Health Information Systems ; Informatics in Control, Automation and Robotics ; Information Systems Analysis and Specification ; Intelligent Control Systems and Optimization ; Knowledge Engineering ; Knowledge Engineering and Ontology Development ; Knowledge Management ; Knowledge-Based Systems ; Knowledge-Based Systems Applications ; Ontologies and the Semantic Web ; Society, e-Business and e-Government ; Software Engineering ; Symbolic Systems ; Web Information Systems and Technologies

Abstract: Language modeling approach plays an important role in many areas of natural language processing including speech recognition, machine translation, and information retrieval. In this paper, we propose a contribution for conceptual indexing of medical articles by using the MeSH (Medical Subject Headings) thesaurus, then we propose a tool for indexing medical articles called SIMA (System of Indexing Medical Articles) which uses a language model to extract the MeSH descriptors representing the document. To assess the relevance of a document to a MeSH descriptor, we estimate the probability that the MeSH descriptor would have been generated by language model of this document.

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Paper citation in several formats:
Majdoubi, J.; Tmar, M. and Gargouri, F. (2010). THESAURUS BASED SEMANTIC REPRESENTATION IN LANGUAGE MODELING FOR MEDICAL ARTICLE INDEXING. In Proceedings of the 12th International Conference on Enterprise Information Systems - Volume 5: ICEIS; ISBN 978-989-8425-05-8; ISSN 2184-4992, SciTePress, pages 65-74. DOI: 10.5220/0002903300650074

@conference{iceis10,
author={Jihen Majdoubi. and Mohamed Tmar. and Faiez Gargouri.},
title={THESAURUS BASED SEMANTIC REPRESENTATION IN LANGUAGE MODELING FOR MEDICAL ARTICLE INDEXING},
booktitle={Proceedings of the 12th International Conference on Enterprise Information Systems - Volume 5: ICEIS},
year={2010},
pages={65-74},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002903300650074},
isbn={978-989-8425-05-8},
issn={2184-4992},
}

TY - CONF

JO - Proceedings of the 12th International Conference on Enterprise Information Systems - Volume 5: ICEIS
TI - THESAURUS BASED SEMANTIC REPRESENTATION IN LANGUAGE MODELING FOR MEDICAL ARTICLE INDEXING
SN - 978-989-8425-05-8
IS - 2184-4992
AU - Majdoubi, J.
AU - Tmar, M.
AU - Gargouri, F.
PY - 2010
SP - 65
EP - 74
DO - 10.5220/0002903300650074
PB - SciTePress