IDEAS home Printed from https://ideas.repec.org/a/gam/jmathe/v10y2022i3p446-d738642.html
   My bibliography  Save this article

Tags’ Recommender to Classify Architectural Knowledge Applying Language Models

Author

Listed:
  • Gilberto Borrego

    (Departamento de Computación y Diseño, Instituto Tecnológico de Sonora, Ciudad Obregón 85000, Mexico
    These authors contributed equally to this work.)

  • Samuel González-López

    (Department of Information Technologies, Universidad Tecnológica de Nogales, Nogales 84097, Mexico
    These authors contributed equally to this work.)

  • Ramón R. Palacio

    (Unidad Navojoa, Instituto Tecnológico de Sonora, Navojoa 85860, Mexico
    These authors contributed equally to this work.)

Abstract

Agile global software engineering challenges architectural knowledge (AK) management since face-to-face interactions are preferred over comprehensive documentation, which causes AK loss over time. The AK condensation concept was proposed to reduce AK losing, using the AK shared through unstructured electronic media. A crucial part of this concept is a classification mechanism to ease AK recovery in the future. We developed a Slack complement as a classification mechanism based on social tagging, which recommends tags according to a chat/message topic, using natural language processing (NLP) techniques. We evaluated two tagging modes: NLP-assisted versus alphabetical auto-completion, in terms of correctness and time to select a tag. Fifty-two participants used the complement emulating an agile and global scenario and gave us their complement’s perceptions about usefulness, ease of use, and work integration. Messages tagged through NLP recommendations showed fewer semantic errors, and participants spent less time selecting a tag. They perceived the component as very usable, useful, and easy to be integrated into the daily work. These results indicated that a tag recommendation system is necessary to classify the shared AK accurately and quickly. We will improve the NLP techniques to evaluate AK condensation in a long-term test as future work.

Suggested Citation

  • Gilberto Borrego & Samuel González-López & Ramón R. Palacio, 2022. "Tags’ Recommender to Classify Architectural Knowledge Applying Language Models," Mathematics, MDPI, vol. 10(3), pages 1-26, January.
    • Handle: RePEc:gam:jmathe:v:10:y:2022:i:3:p:446-:d:738642
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7390/10/3/446/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2227-7390/10/3/446/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Anderson R. Yanzer Cabral & Marcelo Blois Ribeiro & Rodrigo Perozzo Noll, 2014. "Knowledge Management in Agile Software Projects: A Systematic Review," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 13(01), pages 1-37.
    2. Kimiz Dalkir, 2011. "Knowledge Management in Theory and Practice," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262015080, December.
    3. Michael E.D Koenig, 2011. "Knowledge Management in Theory and Practice (2nd ed.)," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 62(10), pages 2083-2083, October.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Peng Shao & Runhua Tan & Qingjin Peng & Wendan Yang & Fang Liu, 2023. "An Integrated Method to Acquire Technological Evolution Potential to Stimulate Innovative Product Design," Mathematics, MDPI, vol. 11(3), pages 1-24, January.

    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. Mohajan, Haradhan, 2016. "A Comprehensive Analysis of Knowledge Management Cycles," MPRA Paper 83088, University Library of Munich, Germany, revised 16 Nov 2016.
    2. Niko Sudibjo & Siti Aulia & HG Retno Harsanti, 2022. "Empowering Personal Knowledge Management Among Teachers in Indonesia: A Multi-Faceted Approach using SEM," SAGE Open, , vol. 12(1), pages 21582440221, March.
    3. Lamiae Bentaleb & Saâd El Kabbaj & Mimoun Zouhdi, 2019. "Towards a Comprehensive Knowledge Management Improvement Model for Medical Laboratories," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 18(02), pages 1-18, June.
    4. Anshuman Prasad & Pushkala Prasad, 2013. "Innovation in the Global Age: Implications for Business and Management in the Knowledge Economy," International Journal of Business Administration, International Journal of Business Administration, Sciedu Press, vol. 4(6), pages 82-89, November.
    5. Magdalena Parcheva, 2019. "Strategic Aspects of the Relation Knowledge Management - Entrepreneurial Activity of Organizations," Izvestia Journal of the Union of Scientists - Varna. Economic Sciences Series, Union of Scientists - Varna, Economic Sciences Section, vol. 8(1), pages 94-103, April.
    6. Thierno Tounkara & Pierre-Emmanuel Arduin, 2015. "Contextualizing knowledge sharing strategy : the case of an international organization in the area of development assistance," Post-Print hal-01229876, HAL.
    7. M. Max Evans & Ilja Frissen & Anthony K. P. Wensley, 2018. "Organisational Information and Knowledge Sharing: Uncovering Mediating Effects of Perceived Trustworthiness Using the PROCESS Approach," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 17(01), pages 1-29, March.
    8. Sergio Ochoa Jiménez & Gimena Vianey Cervantes Hurtado & Carlos Armando Jacobo Hernández & José Guadalupe Flores López, 2020. "Knowledge and Innovation in Mexican Agricultural Organizations," Economies, MDPI, vol. 8(4), pages 1-12, November.
    9. Francis Rousseaux & Pierre Saurel & Jean Petit, 2014. "Knowledge Engineering or Digital Humanities? Territorial Intelligence, a Case in Point," Post-Print hal-01084712, HAL.
    10. Valtteri Kaartemo & Helena Känsäkoski, 2018. "Information and Knowledge Processes in Health Care Value Co-Creation and Co-Destruction," SAGE Open, , vol. 8(4), pages 21582440188, December.
    11. Ion Popa & Simona Cătălina Ștefan, 2019. "Modeling the Pathways of Knowledge Management Towards Social and Economic Outcomes of Health Organizations," IJERPH, MDPI, vol. 16(7), pages 1-21, March.
    12. Oleg Tilchin & Mohammad Essawi, 2013. "Knowledge Management through Organizational Culture Change," International Journal of Business Administration, International Journal of Business Administration, Sciedu Press, vol. 4(5), pages 24-29, September.
    13. Mariusz Niekurzak & Jerzy Mikulik, 2023. "Business Models in Terms of the Strategy for Sustainable Management in Economic Entities Taking into Account Energy Transformation," Energies, MDPI, vol. 16(11), pages 1-17, May.
    14. Christoph Voegeli, 2019. "Understanding the Current State and Future Directions of Hotel Sector Knowledge Management: A Literature Review," Business and Economic Research, Macrothink Institute, vol. 9(2), pages 118-145, June.
    15. Tomas Cherkos Kassaneh & Ettore Bolisani & Juan-Gabriel Cegarra-Navarro, 2021. "Knowledge Management Practices for Sustainable Supply Chain Management: A Challenge for Business Education," Sustainability, MDPI, vol. 13(5), pages 1-15, March.
    16. Kherbouche Asma & Megnounif Abdellatif, 2016. "A New Model for the Impact of Knowledge Management on University Performance," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 15(04), pages 1-29, December.
    17. Chris Stary & Edith Stary, 2013. "Creating Meaningful Representations," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 12(04), pages 1-13.
    18. Amedeo Maizza & Monica Fait & Paola Scorrano & Antonio Iazzi, 2019. "How Knowledge Sharing Culture Can Become a Facilitator of the Sustainable Development in the Agrifood Sector," Sustainability, MDPI, vol. 11(4), pages 1-15, February.
    19. Thierno Tounkara & Pierre-Emmanuel Arduin, 2015. "Contextualizing Knowledge Sharing Strategy: The Case of an International Organization in the area of Development assistance," Post-Print hal-01277106, HAL.
    20. Ahmad, Farhan & Barner-Rasmussen, Wilhelm, 2019. "False foe? When and how code switching practices can support knowledge sharing in multinational corporations," Journal of International Management, Elsevier, vol. 25(3), pages 1-1.

    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:10:y:2022:i:3:p:446-:d:738642. 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.