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Authors: Silvia B. González Brambila 1 ; Mihaela Juganaru-Mathieu 2 and Claudia N. González-Brambila 3

Affiliations: 1 Universidad Autónoma Metropolitana and Unidad Azcapotzalco, Mexico ; 2 Institut Henri Fayol and Ecole Nationale Supérieure des Mines de Saint Etienne, France ; 3 Instituto Tecnológico Autónomo de Mexico, Mexico

ISBN: 978-989-8565-75-4

Keyword(s): Text Mining, Analysis, Clustering, Scientific Field.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Clustering and Classification Methods ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Mining Text and Semi-Structured Data ; Symbolic Systems

Abstract: This paper presents an exploring analysis of the research activity of a country using ISI web of Science Collection. We decided to focus the work on Mexican research in computer science. The aim of this text mining work is to extract the main direction in this scientific field. The focal exploring axe is: clustering. We have done two folds analysis: the first one on frequency representation of the extracted terms, and the second, much larger and difficult, on mining the document representations with the aim of finding clusters of documents, using the most used terms in the title. The cluster algorithms applied were hierarchical, kmeans, DIANA, SOM, SOTA, PAM, AGNES and model. Experiments with different number of terms and with the complete dataset were realized, but results were not satisfactory. We conclude that the best model for this type of analysis is model based, because it gives a better classification, but still it needs better performance algorithms. Results show that very fe w areas are developed by Mexicans. (More)

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Paper citation in several formats:
González Brambila, S.; Juganaru-Mathieu, M. and González-Brambila, C. (2013). Analysis of Mexican Research Production - Exploring a Scientifical Database.In Proceedings of the International Conference on Knowledge Discovery and Information Retrieval and the International Conference on Knowledge Management and Information Sharing - Volume 1: KDIR, (IC3K 2013) ISBN 978-989-8565-75-4, pages 177-182. DOI: 10.5220/0004548201770182

@conference{kdir13,
author={Silvia B. González Brambila. and Mihaela Juganaru{-}Mathieu. and Claudia N. González{-}Brambila.},
title={Analysis of Mexican Research Production - Exploring a Scientifical Database},
booktitle={Proceedings of the International Conference on Knowledge Discovery and Information Retrieval and the International Conference on Knowledge Management and Information Sharing - Volume 1: KDIR, (IC3K 2013)},
year={2013},
pages={177-182},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004548201770182},
isbn={978-989-8565-75-4},
}

TY - CONF

JO - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval and the International Conference on Knowledge Management and Information Sharing - Volume 1: KDIR, (IC3K 2013)
TI - Analysis of Mexican Research Production - Exploring a Scientifical Database
SN - 978-989-8565-75-4
AU - González Brambila, S.
AU - Juganaru-Mathieu, M.
AU - González-Brambila, C.
PY - 2013
SP - 177
EP - 182
DO - 10.5220/0004548201770182

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