Abstract
In this paper, we present a novel approach for the change discovery in ontology-based knowledge management systems. It extends our previous work in the ontology evolution by taking into account the usage of an ontology in the knowledge management system. The approach is mainly based on the analysis of the user’s interaction with the system in providing annotations for knowledge resources, as well as in the process of accessing the knowledge by querying the knowledge repository. We defined several assessment criteria to estimate the quality of annotations and the user’s needs from the point of view of the knowledge management. These criteria result in the recommendations for the continual system improvement. Two evaluation studies illustrate the benefits of our approach.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Staab, S., Schnurr, H.-P., Studer, R., Sure, Y.: Knowledge Processes and Ontologies. IEEE Intelligent Systems 16(1) (2001)
Maedche, A., Motik, B., Stojanovic, L., Studer, R., Volz, R.: Ontologies for Enterprise Knowledge Management. IEEE Intelligent Systems ( November/December 2002)
Stojanovic, L., Maedche, A., Motik, B., Stojanovic, N.: User-Driven Ontology Evolution Management. In: Proceedings of the 13th European Conference on Knowledge Engineering and Management, EKAW-2002, Madrid, Spain. LNCS (LNAI), Springer, Heidelberg (2002)
Stojanovic, N., Stojanovic, L.: Usage-oriented Evolution in the Ontology-based Knowledge Management Systems. In: Meersman, R., Tari, Z., et al. (eds.) CoopIS 2002, DOA 2002, and ODBASE 2002. LNCS, vol. 2519, Springer, Heidelberg (2002)
Stojanovic, N., Maedche, A., Staab, S., Studer, R., Sure, Y.: SEAL - A Framework for Developing SEmantic PortALs. In: ACM K-CAP 2001, Vancouver (October 2001)
Handschuh, S., Staab, S.: Authoring and Annotation of Web Pages in CREAM. In: Proceedings of the 11th Int. World Wide Web Conference WWW-2002 (2002)
Berendt, B., Hotho, A., Stumme, G.: Towards Semantic Web Mining. In: Proceeding of the ISWC 2002 - First International Semantic Web Conference, Sardinia, Italy, June 9-12, pp. 264–278 (2002)
Liu, B., Hsu, W., Han, H.S., Xia, Y.: Mining Changes for Real-Life Applications. In: Kambayashi, Y., Mohania, M., Tjoa, A.M. (eds.) DaWaK 2000. LNCS, vol. 1874, pp. 54–63. Springer, Heidelberg (2000)
Wedemeijer, L.: Defining Metrics for Conceptual Schema Evolution. In: Balsters, H., De Brock, B., Conrad, S. (eds.) FoMLaDO 2000 and DEMM 2000. LNCS (LNAI), vol. 2065, p. 220. Springer, Heidelberg (2001)
McGuinness, D.: Conceptual Modeling for Distributed Ontology Environments. In: Proceedings of the ICCS 2000, Darmstadt, Germany, August 14-18 (2000)
Lindgren, R., Hardless, C., Pessi, K., Nulden, U.: The Evolution of Knowledge Management Systems Needs to be Managed. Journal of Knowledge Management Practice 3 (2002)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2003 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Stojanovic, L., Stojanovic, N., Maedche, A. (2003). Change Discovery in Ontology-Based Knowledge Management Systems. In: Olivé, A., Yoshikawa, M., Yu, E.S.K. (eds) Advanced Conceptual Modeling Techniques. ER 2002. Lecture Notes in Computer Science, vol 2784. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-45275-1_5
Download citation
DOI: https://doi.org/10.1007/978-3-540-45275-1_5
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-20255-4
Online ISBN: 978-3-540-45275-1
eBook Packages: Springer Book Archive