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Epistemological Considerations of Text Mining: Implications for Systematic Literature Review

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  • Daniel Caballero-Julia

    (ULR 7369—URePSSS—Unité de Recherche Pluridisciplinaire Sport Santé Société, Faculté des Sciences du Sport et de l’Éducation Physique, Univ. Lille, Univ. Littoral Côte d’Opale, Univ. Artois, F-59000 Lille, France)

  • Philippe Campillo

    (ULR 7369—URePSSS—Unité de Recherche Pluridisciplinaire Sport Santé Société, Faculté des Sciences du Sport et de l’Éducation Physique, Univ. Lille, Univ. Littoral Côte d’Opale, Univ. Artois, F-59000 Lille, France)

Abstract

In the era of big data, the capacity to produce textual documents is increasing day by day. Our ability to generate large amounts of information has impacted our lives at both the individual and societal levels. Science has not escaped this evolution either, and it is often difficult to quickly and reliably “stand on the shoulders of giants”. Text mining is presented as a promising mathematical solution. However, it has not yet convinced qualitative analysts who are usually wary of mathematical calculation. For this reason, this article proposes to rethink the epistemological principles of text mining, by returning to the qualitative analysis of its meaning and structure. It presents alternatives, applicable to the process of constructing lexical matrices for the analysis of a complex textual corpus. At the same time, the need for new multivariate algorithms capable of integrating these principles is discussed. We take a practical example in the use of text mining, by means of Multivariate Analysis of Variance Biplot (MANOVA-Biplot) when carrying out a systematic review of the literature. The article will show the advantages and disadvantages of exploring and analyzing a large set of publications quickly and methodically.

Suggested Citation

  • Daniel Caballero-Julia & Philippe Campillo, 2021. "Epistemological Considerations of Text Mining: Implications for Systematic Literature Review," Mathematics, MDPI, vol. 9(16), pages 1-26, August.
    • Handle: RePEc:gam:jmathe:v:9:y:2021:i:16:p:1865-:d:609446
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    References listed on IDEAS

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    1. Raminta Pranckutė, 2021. "Web of Science (WoS) and Scopus: The Titans of Bibliographic Information in Today’s Academic World," Publications, MDPI, vol. 9(1), pages 1-59, March.
    2. Snyder, Hannah, 2019. "Literature review as a research methodology: An overview and guidelines," Journal of Business Research, Elsevier, vol. 104(C), pages 333-339.
    3. Laura K. Nelson & Derek Burk & Marcel Knudsen & Leslie McCall, 2021. "The Future of Coding: A Comparison of Hand-Coding and Three Types of Computer-Assisted Text Analysis Methods," Sociological Methods & Research, , vol. 50(1), pages 202-237, February.
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