Semantic Knowledge Management

Towards a Novel Knowledge Representation Perspective

Authors

  • Mayukh Bagchi DISI

DOI:

https://doi.org/10.29173/cais1960

Keywords:

Knowledge Management, representation

Abstract

The paper posits that there are at least five key interlinked representation levels which cumulatively inform the development of any Semantic Knowledge Management (SKM) model, namely, perception, language, ontology, taxonomy and description. To that end, drawing from concepts in knowledge representation, the paper illustrates how representation entanglement impacts the above representation layers culminating in an entangled final SKM model in an SKM exercise. Finally, the paper proposed a representation disentanglement approach to disentangle the aforementioned entanglement leading to the generation of a disentangled SKM model.

 

Gestion des connaissances sémantiques: vers une représentation et une perspective novatrice de la connaissance

Résumé
Cet article part du principe qu’il y a au moins cinq niveaux de représentation interconnectés qui vont, cumulativement, détailler le développement de tous modèles de gestion des connaissances sémantiques (SKM), à savoir, la perception, le langage, l’ontologie, la taxonomie et la description. A cette fin, en s’appuyant sur des concepts de représentation de la connaissance, l’article illustre comment l’enchevêtrement de la représentation affecte les couches de représentation ci-dessus, aboutissant à un modèle SKM final emmêlé dans un exercice SKM. Finalement, l’article propose une approche de démêlage par représentation pour dégager les enchevêtrements susmentionnés, conduisant à la génération d’un modèle SKM clair.

Mots-clés
gestion de la connaissance; représentation

References

Bagchi, M. (2019a). A knowledge architecture using knowledge graphs. Master's thesis. Indian Statistical Institute, Bangalore, India.

Bagchi, M. (2019b). Smart Cities, Smart Libraries and Smart Knowledge Managers: Ushering in the neo-Knowledge Society. 50 Years of LIS Education in North East India.

Bagchi, M., & Madalli, D. P. (2019). Domain visualization using knowledge cartography in the big data era: A knowledge graph based alternative. In International Conference on Future of Libraries: Jointly organized by Indian Institute of Management (IIM) Bangalore and Indian Statistical Institute (ISI) Kolkata, Bangalore.

Bagchi, M. (2021a). A large scale, knowledge intensive domain development methodology. Knowledge Organization 48, no. 1: 8-23

Bagchi, M. (2021b). Towards knowledge organization ecosystem (KOE). Cataloging & Classification Quarterly 59, no. 8: 740-756.

Bagchi, M. (2022). A Diversity-Aware Domain Development Methodology. In the 41st International Conference on Conceptual Modelling (ER Conference). CEUR Proceedings, India.

Bagchi, M. (2024). A Generative AI-driven Metadata Modelling Approach. arXiv preprint arXiv:2501.04008.

Bagchi, M., and Subhashis Das. (2022). Conceptually Disentangled Classificatory Ontologies. In the 15th Seminar on Ontology Research in Brazil (ONTOBRAS). CEUR Proceedings, Brazil.

Bagchi, M., and Subhashis Das. (2023). Disentangling Domain Ontologies. In the 19th Italian Research Conference on Digital Libraries (IRCDL). CEUR Proceedings, Italy.

Borgo, S., Galton, A., & Kutz, O. (2022). Foundational ontologies in action: Understanding foundational ontology through examples. Applied ontology, 17(1), 1-16.

Das, S., Bagchi, M., & Hussey, P. (2023). How to teach domain ontology-based Knowledge Graph construction? an Irish experiment. Knowledge Organization 50(3), 182-201.

Das, S., & Bagchi, M. (2025). An ontology-driven knowledge graph for tourism information management. Open Research Europe, 5(1), 1.

Kalender, M., & Dang, J. (2012). Skmt: A semantic knowledge management tool for content tagging, search and management. In 2012 Eighth International Conference on Semantics, Knowledge and Grids (pp. 112-119). IEEE.

Ranganathan, Shiyali Ramamrita. (1967). Prolegomena to library classification. Asia Publishing House (New York).

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Published

2025-05-23

How to Cite

Bagchi, M. (2025). Semantic Knowledge Management: Towards a Novel Knowledge Representation Perspective. Proceedings of the Annual Conference of CAIS Actes Du congrès Annuel De l’ACSI. https://doi.org/10.29173/cais1960

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