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Management of dynamic knowledge

Peter Haase (Junior Researcher in the Knowledge Management group at the Institute of Applied Computer Science and Formal Description Methods (AIFB) at the University of Karlsruhe.)
Johanna Völker (PhD student at the Institute of Applied Informatics and Formal Description Methods (AIFB) at the University of Karlsruhe.)
York Sure (Assistant professor at the Institute of Applied Computer Science and Formal Description Methods (AIFB) at the University of Karlsruhe from which he received his PhD in May 2003.)

Journal of Knowledge Management

ISSN: 1367-3270

Article publication date: 1 October 2005

3567

Abstract

Purpose

This paper presents a framework for ontology evolution tailored to Digital Libraries, which makes use of two different sources for change detection and propagation, the usage of ontologies by users and the changes of available data.

Design/methodology/approach

After presenting the logical architecture of the evolution framework, we first illustrate how to deal with usage‐driven changes, that is changes derived from the actual usage of ontologies. Second, we describe the generation of data‐driven ontology changes based on the constant flow of documents coming into digital libraries.

Findings

The proposed framework for ontology ontology evolution, which is currently applied and evaluated in the case studies, significantly reduces the costs of ontology updates and improves the quality of the ontology with respect to the users' requirements.

Practical implications

The management of dynamic knowledge is crucial for many knowledge management applications. Our approach for usage‐driven and data‐driven change discovery not only assures the consistency of ontologies modeling dynamic knowledge, but also reduces the burden of manual ontology engineering.

Originality/value

This paper presents the first approach towards a common framework for ontology evolution based on usage‐driven and data‐driven change discovery.

Keywords

Citation

Haase, P., Völker, J. and Sure, Y. (2005), "Management of dynamic knowledge", Journal of Knowledge Management, Vol. 9 No. 5, pp. 97-107. https://doi.org/10.1108/13673270510622483

Publisher

:

Emerald Group Publishing Limited

Copyright © 2005, Emerald Group Publishing Limited

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