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Analysis of Mexican Research Production - Exploring a Scientifical Database

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 few areas are developed by Mexicans.
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https://hal-emse.ccsd.cnrs.fr/emse-01079084
Contributor : Florent Breuil <>
Submitted on : Friday, October 31, 2014 - 10:52:17 AM
Last modification on : Wednesday, June 24, 2020 - 4:19:08 PM

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Silvia González Brambila, Mihaela Juganaru-Mathieu, González-Brambila Claudia. Analysis of Mexican Research Production - Exploring a Scientifical Database. International Conference on Knowledge Discovery and Information Retrieval (KDIR 2013), Polytechnic Institute of Setúbal / INSTICC, Sep 2013, Vilamoura, Portugal. pp. 177-182, ⟨10.5220/0004548201770182⟩. ⟨emse-01079084⟩

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