IDEAS home Printed from https://ideas.repec.org/a/gam/jmathe/v9y2021i16p1865-d609446.html
   My bibliography  Save this article

Epistemological Considerations of Text Mining: Implications for Systematic Literature Review

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7390/9/16/1865/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2227-7390/9/16/1865/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Uchendu Eugene Chigbu & Sulaiman Olusegun Atiku & Cherley C. Du Plessis, 2023. "The Science of Literature Reviews: Searching, Identifying, Selecting, and Synthesising," Publications, MDPI, vol. 11(1), pages 1-16, January.
    2. Dmitry A. Ruban, 2022. "Analytical Review of Conjugation of the Ethical Bases of Artificial Intelligence Implementation and Ecologization in Corporate Governance," Journal of Applied Economic Research, Graduate School of Economics and Management, Ural Federal University, vol. 21(2), pages 390-418.
    3. Stephany Isabel Vallarta-Serrano & Edgar Santoyo-Castelazo & Edgar Santoyo & Esther O. García-Mandujano & Holkan Vázquez-Sánchez, 2023. "Integrated Sustainability Assessment Framework of Industry 4.0 from an Energy Systems Thinking Perspective: Bibliometric Analysis and Systematic Literature Review," Energies, MDPI, vol. 16(14), pages 1-30, July.
    4. Badr Moutik & John Summerscales & Jasper Graham-Jones & Richard Pemberton, 2023. "Life Cycle Assessment Research Trends and Implications: A Bibliometric Analysis," Sustainability, MDPI, vol. 15(18), pages 1-45, September.
    5. Darmaraj Sakaria & Siti Mistima Maat & Mohd Effendi Ewan Mohd Matore, 2023. "Examining the Optimal Choice of SEM Statistical Software Packages for Sustainable Mathematics Education: A Systematic Review," Sustainability, MDPI, vol. 15(4), pages 1-24, February.
    6. Sascha Kraus & Matthias Breier & Weng Marc Lim & Marina Dabić & Satish Kumar & Dominik Kanbach & Debmalya Mukherjee & Vincenzo Corvello & Juan Piñeiro-Chousa & Eric Liguori & Daniel Palacios-Marqués &, 2022. "Literature reviews as independent studies: guidelines for academic practice," Review of Managerial Science, Springer, vol. 16(8), pages 2577-2595, November.
    7. Bernhardt, Lea & Dewenter, Ralf & Thomas, Tobias, 2023. "Measuring partisan media bias in US newscasts from 2001 to 2012," European Journal of Political Economy, Elsevier, vol. 78(C).
    8. Ali Zackery & Joseph Amankwah-Amoah & Zahra Heidari Darani & Shiva Ghasemi, 2022. "COVID-19 Research in Business and Management: A Review and Future Research Agenda," Sustainability, MDPI, vol. 14(16), pages 1-32, August.
    9. Eusebius Pantja Pramudya & Lukas Rumboko Wibowo & Fitri Nurfatriani & Iman Kasiman Nawireja & Dewi Ratna Kurniasari & Sakti Hutabarat & Yohanes Berenika Kadarusman & Ananda Oemi Iswardhani & Rukaiyah , 2022. "Incentives for Palm Oil Smallholders in Mandatory Certification in Indonesia," Land, MDPI, vol. 11(4), pages 1-28, April.
    10. Peter Schnell & Phillip Haag & Hans Christian Jünger, 2022. "Implementation of Digital Technologies in Construction Companies: Establishing a Holistic Process which Addresses Current Barriers," Businesses, MDPI, vol. 3(1), pages 1-18, December.
    11. Aihua Zhu & Samah Ali Mohsen Mofreh & Sultan Salem, 2023. "The Application of Language Proficiency Scales in Education Context: A Systematic Literature Review," SAGE Open, , vol. 13(3), pages 21582440231, September.
    12. Chen, Yanyan & Mandler, Timo & Meyer-Waarden, Lars, 2021. "Three decades of research on loyalty programs: A literature review and future research agenda," Journal of Business Research, Elsevier, vol. 124(C), pages 179-197.
    13. Khalid Ahmed Al-Ansari & Ahmet Faruk Aysan, 2021. "More than ten years of Blockchain creation: How did we use the technology and which direction is the research heading? [Plus de dix ans de création Blockchain : Comment avons-nous utilisé la techno," Working Papers hal-03343048, HAL.
    14. Hongxia Jin & Lu Lu & Haojun Fan, 2022. "Global Trends and Research Hotspots in Long COVID: A Bibliometric Analysis," IJERPH, MDPI, vol. 19(6), pages 1-14, March.
    15. Qi Mu & Fabrizio Aimar, 2022. "How Are Historical Villages Changed? A Systematic Literature Review on European and Chinese Cultural Heritage Preservation Practices in Rural Areas," Land, MDPI, vol. 11(7), pages 1-20, June.
    16. Prince Donkor Ameyaw & Walter Timo de Vries, 2020. "Transparency of Land Administration and the Role of Blockchain Technology, a Four-Dimensional Framework Analysis from the Ghanaian Land Perspective," Land, MDPI, vol. 9(12), pages 1-25, December.
    17. Eduardo José Melo Lins & Rachel Perez Palha & Maria do Carmo Martins Sobral & Adolpho Guido de Araújo & Érika Alves Tavares Marques, 2024. "Application of Building Information Modelling in Construction and Demolition Waste Management: Systematic Review and Future Trends Supported by a Conceptual Framework," Sustainability, MDPI, vol. 16(21), pages 1-55, October.
    18. Paola Alzate & Juan F. Mejía-Giraldo & Isabella Jurado & Sara Hernandez & Alexandra Novozhenina, 2024. "Research perspectives on youth social entrepreneurship: strategies, economy, and innovation," Journal of Innovation and Entrepreneurship, Springer, vol. 13(1), pages 1-22, December.
    19. Amal Almansour & Reem Alotaibi & Hajar Alharbi, 2022. "Text-rating review discrepancy (TRRD): an integrative review and implications for research," Future Business Journal, Springer, vol. 8(1), pages 1-15, December.
    20. Švarc, Jadranka & Dabić, Marina, 2021. "Transformative innovation policy or how to escape peripheral policy paradox in European research peripheral countries," Technology in Society, Elsevier, vol. 67(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jmathe:v:9:y:2021:i:16:p:1865-:d:609446. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.