International Journal of Computational Intelligence Systems

Volume 6, Issue 3, May 2013, Pages 442 - 472

Construction of Fuzzy Ontologies from Fuzzy UML Models

Authors
Fu Zhang, Z.M. Ma
Corresponding Author
Z.M. Ma
Received 22 September 2011, Accepted 25 December 2012, Available Online 1 May 2013.
DOI
10.1080/18756891.2013.780735How to use a DOI?
Keywords
Fuzzy UML model, Fuzzy ontology, Construction, Reasoning
Abstract

The success and proliferation of the Semantic Web depends heavily on construction of Web ontologies. However, classical ontology construction approaches are not sufficient for handling imprecise and uncertain information that is commonly found in many application domains. Therefore, great efforts on construction of fuzzy ontologies have been made in recent years. In this paper, we propose a formal approach and develop an automated tool for constructing fuzzy ontologies from fuzzy UML models. , we propose formalization methods of fuzzy UML models and fuzzy ontologies, where fuzzy UML models and fuzzy ontologies can be represented and interpreted by their respective formal definitions and semantic interpretation methods. , we propose an approach for constructing fuzzy ontologies from fuzzy UML models, i.e., transforming fuzzy UML models (including the structure and instance information of fuzzy UML models) into fuzzy ontologies. , following the proposed approach, we implement a prototype transformation tool called that can construct fuzzy ontologies from fuzzy UML models. Constructing fuzzy ontologies from fuzzy UML models will facilitate the development of Web ontologies. , in order to show that the constructed fuzzy ontologies may be useful for reasoning on fuzzy UML models, we investigate how to reason on fuzzy UML models based on the constructed fuzzy ontologies, and it turns out that the reasoning tasks of fuzzy UML models can be checked by means of the reasoning mechanism of fuzzy ontologies.

Copyright
© 2017, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Download article (PDF)

Journal
International Journal of Computational Intelligence Systems
Volume-Issue
6 - 3
Pages
442 - 472
Publication Date
2013/05/01
ISSN (Online)
1875-6883
ISSN (Print)
1875-6891
DOI
10.1080/18756891.2013.780735How to use a DOI?
Copyright
© 2017, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - JOUR
AU  - Fu Zhang
AU  - Z.M. Ma
PY  - 2013
DA  - 2013/05/01
TI  - Construction of Fuzzy Ontologies from Fuzzy UML Models
JO  - International Journal of Computational Intelligence Systems
SP  - 442
EP  - 472
VL  - 6
IS  - 3
SN  - 1875-6883
UR  - https://doi.org/10.1080/18756891.2013.780735
DO  - 10.1080/18756891.2013.780735
ID  - Zhang2013
ER  -