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Layered change log model: bridging between ontology change representation and pattern mining

Javed, Muhammad orcid logoORCID: 0000-0001-9770-7640, Abgaz, Yalemisew orcid logoORCID: 0000-0002-3887-5342 and Pahl, Claus orcid logoORCID: 0000-0002-9049-212X (2014) Layered change log model: bridging between ontology change representation and pattern mining. International Journal of Metadata, Semantics and Ontologies (IJMSO), 9 (3). pp. 184-192. ISSN 1744-2621

Abstract
To date, no ontology change management system exists that records the ontology changes based on the different levels of granularity. Once changes are performed using elementary level change operations, they are recorded in the database at the elementary level accordingly. Such a change representation procedure is not sufficient to represent the intuition behind any applied change and thus, cannot capture the semantic impact of a change. In this paper, we discuss recording of the applied ontology changes in the form of a layered change log. We support the implementation of a layered change operator framework through layered change logs. We utilize the lower level ontology change log in two ways, i.e. recording of applied ontology changes (operational) and mining of higher level change patterns (analytical). The higher level change logs capture the objective of the ontology changes at a higher level of granularity and support a comprehensive understanding of the ontology evolution. The knowledge-based change log facilitates the detection of similarities within different time series, mining of change patterns and reuse of knowledge.The layered change logs are formalised using a graph-based approach.
Metadata
Item Type:Article (Published)
Refereed:Yes
Uncontrolled Keywords:Layered Change Log Model; Atomic Change Log; Pattern Change Log; Ontology Evolution; Triple-based Ontology Change Representation
Subjects:Computer Science > Information technology
Computer Science > Software engineering
DCU Faculties and Centres:Research Initiatives and Centres > Centre for Next Generation Localisation (CNGL)
DCU Faculties and Schools > Faculty of Engineering and Computing > School of Computing
Publisher:Inderscience
Official URL:http://inderscience.metapress.com/content/w0177455...
Copyright Information:© 2014 Inderscience
Use License:This item is licensed under a Creative Commons Attribution-NonCommercial-Share Alike 3.0 License. View License
ID Code:19798
Deposited On:14 Jul 2014 09:48 by Claus Pahl . Last Modified 21 Jan 2021 17:21
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