A Framework to Combine MDA and Ontology Learning
Regina C. Cantele, Maria Alice G. V. Ferreira, Diana F. Adamatti, Moyses Araujo
2008
Abstract
This paper proposes to join two different approaches: Software Engineering and Semantic Web. The first one cames from Model Driven Architecture (MDA) and the second one, from the Ontology Engineering area, more specifically Ontology Learning. The main idea of this work is to accelerate the initial construction of ontologies from knowledge already represented in several different models such as CASE repository or database dictionaries and text, based on standards of MDA for interoperability. In this way, a framework was developed to join these concepts, where the steps sequence to apply it were defined until an initial representations of ontology was obtained.
References
- Omg: Object management group - architecture driven modernization. http://adm.omg.org, 2008.
- K. Baclawski, M. Kokar, P. Kogut, L. Hart, J. Smith, W. Holmes, J. Letkowski, and M. Aroston. UOL: Unified ontology language. Assorted papers discussed at the DC Ontology SIG Meeting, 2002. http://www.omg.org/cgi-bin/doc?ontology/2002-11-02.
- V. R. Benjamins, D. Fensel, S. Decker, and A. Goméz-Pérez. (ka)2: building ontologies for the internet: a mid-term report. International Journal of Human-Computer Studies, 51(3):687-712, 1999.
- T. Berners-Lee, J. Hendler, and O. Lassila. The semantic web. Scientific American, 284(5):28-37, 2001.
- P. Buitelaar, D. Olejnik, and M. Sintek. A protégé plug-in for ontology extraction from text based on linguistic analysis. In Proceedings of the 1st European Semantic Web Symposium (ESWS), Heraklion, Greece, May 2004.
- R. C. Cantele, D. F. Adamatti, M. Ferreira, and J. S. Sichman. Aplicaca˜o da reengenharia de software na construca˜o acelerada de ontologias. In L. F. Friedrich, editor, Simpósio Brasileiro de Sistemas de Informaca˜o (SBSI 2005), Florianópolis, Brasil, Outubro 2005. SBC.
- P. Casanovas, N. Casellas, C. Tempich, D. Vrandecic, and V. Benjamins. OPJK and diligent: ontology modeling in a distributed environment. Artificial Intelligence and Law, 15(2):171- 186, 2007.
- P. Cimiano. Ontology Learning and Population from Text: Algorithms, Evaluation and Applications. Springer, Germany, 2006.
- P. Cimiano and J. Volker. Text2onto - a framework for ontology learning and data-driven change discovery. In roceedings of the 10th International Conference on Applications of Natural Language to Information Systems (NLDB'2005), Alicanet, Spain, June 2005.
- A. De Nicola, M. Missikoff, and R. Navigli. A proposal for a unified process for pntology building: Upon. In Proceedings of the 16 International Conference Database and Expert Systems Applications, pages 655-664, Dinamarca, 2005.
- D. Faure and T. Poibeau. First experiments of using semantic knowledge learned by asium for information extraction task using intex. In Proceedings of Ontology Learning ECAI-2000 Workshop, pages 7-12, 2000.
- M. Fernández, Gómez-Pérez, and N. Jurino. Methontology: From ontological art towards ontological engineering. In Spring Symposium Series, pages 33-40, 1997.
- M. Ferreira, M. Araujo, and R. C. Cantele. Educaca˜o baseada na Web e Web Semaˆntica: construindo uma nova forma de educaca˜o a distaˆncia. In Proceedings of the WCCSETE'2006 - World Congress on Computer Science, Engineering and technology Education, pages 692- 696, Itanham/Santos, 2006.
- B. Fortuna, M. Grobelnik, and D. Mladenic. Background knowledge for ontology construction. In Proceedings of the 15th International conference on World Wide Web 2006, pages 949-950, Edinburgh, Scotland, 2006.
- D. Gasevic, D. Djuric, and D. Devedzic. Model Driven Architecture and Ontology Development. Springer, Berlin Heidelberg, Germany, 2006.
- A. Gómez-Pérez and R. Benjamins. Overview of knowledge sharing and reuse components: Ontologies and problem solving methods. In V. Benjamins, editor, IJCAI-99 Workshop on Ontologies and Problem-Solving Methods: Lesson learned and Future Trends, volume 18, pages 1-15, Estocolmo, 1999. CEUR Publications.
- A. Gómez-Pérez and D. Manzano-Macho. A survey of ontology learning methods and techniques. http://ontoweb.aifb.uni-karlsruhe.de/Members/ruben/Deliverable, 2003.
- P. Haase and J. Volker. Ontology learning and reasoning - dealing with uncertainty and inconsistency. In Proceedings of the 4 International Semantic Web Conference, Ireland, 2005.
- E. Jimenez-Ruiz and R. Berlanga. A view-based methodology for collaborative ontology engineering: an approach for complex applications (vimethcoe). In Proceedings of the 15 IEEE International Workshops on Enabling Technologies: Infrastructure for collaborative Enterprises, pages 376-381, Myanmar, 2006.
- F. Jouault and I. Kurtev. On the architectural alignment of ATL and QVT. In In Proceedings of ACM Symposium on Applied Computing (SAC 06), pages 1188-1195, Dijon - France, 2006. ACM Press. Chapter Model Transformation.
- K. Kotis and G. Vouros. Human-centered ontology engineering: the HCOME methodology. International Journal of Knowledge and Information Systems, 10(1):109-131, 2006.
- A. Maedche and S. Staab. Ontology learning for the semantic web. IEEE Intelligent Systems, 16(2):72-79, 2001.
- Magicdraw. Magicdraw architecture made simple. http://www.magicdraw.com/, 2007.
- R. Navigli and P. Velardi. Ontology enrichment through automatic semantic annotation of on-line glossaries. In Proceedings of the 15th International Conference on Knowledge Engineering (EKAW 2006), pages 126-140, Podebrady, Czech Republic, 2006. LNAI 4248.
- N. F. Noy, R. W. Fergerson, and M. A. Musen. The knowledge model of protégé-2000: combining interoperability and flexibility. In Proceedings of the 2 International Conference on Knowledge Engineering and Knowledge Management, pages 69-82, France, 2000.
- OMG. Object Management Group - ontology definition metamodel specification. http://www.omg.org/, 2008.
- Protégé. The protégé ontology editor and knowledge acquisition system. http://protege.stanford.edu/, 2007.
- G. Schereiber, M. Crubezy, and M. Musen. A case study in using protégé-2000 as a case tool for commonkads. In Proceedings of the 12 International Conference Knowledge Engineering and Knowledge Management, volume 1937, pages 33-48, Berlin, 2000.
- D. Schimt. Model driven-engineering. In IEEE Computer Society, pages 25-31, 2006.
- M. Shamsfard and A. Barforoush. Learning ontologies from natural language texts. International Journal of Human-Computer Studies, 60(1):17-63, 2004.
- Van der Vegt, Wim. The poseidon file containing the uml profile of ims-ld level c. http://dspace.ou.nl/handle/1820/659, 2006.
- T. Win, H. M. Aung, and N. L. Thein. An mda based approach for facilitating representation of semantic web service technology. In Proceedings of 6th Asia-Pacific Symposium on Information and Telecommunication Technologies, pages 260-265, Myanmar, 2005.
Paper Citation
in Harvard Style
C. Cantele R., Alice G. V. Ferreira M., F. Adamatti D. and Araujo M. (2008). A Framework to Combine MDA and Ontology Learning . In Joint Proceedings of the 5th International Workshop on Ubiquitous Computing (IWUC 2008) 4th International Workshop on Model-Driven Enterprise Information Systems (MDEIS 2008) 3rd International Workshop on Technologies for Context-Aware Business Process Management (TCoB 2008) - Volume 1: MDEIS, (ICEIS 2008) ISBN 978-989-8111-49-4, pages 43-51. DOI: 10.5220/0001730400430051
in Bibtex Style
@conference{mdeis08,
author={Regina C. Cantele and Maria Alice G. V. Ferreira and Diana F. Adamatti and Moyses Araujo},
title={A Framework to Combine MDA and Ontology Learning},
booktitle={Joint Proceedings of the 5th International Workshop on Ubiquitous Computing (IWUC 2008) 4th International Workshop on Model-Driven Enterprise Information Systems (MDEIS 2008) 3rd International Workshop on Technologies for Context-Aware Business Process Management (TCoB 2008) - Volume 1: MDEIS, (ICEIS 2008)},
year={2008},
pages={43-51},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001730400430051},
isbn={978-989-8111-49-4},
}
in EndNote Style
TY - CONF
JO - Joint Proceedings of the 5th International Workshop on Ubiquitous Computing (IWUC 2008) 4th International Workshop on Model-Driven Enterprise Information Systems (MDEIS 2008) 3rd International Workshop on Technologies for Context-Aware Business Process Management (TCoB 2008) - Volume 1: MDEIS, (ICEIS 2008)
TI - A Framework to Combine MDA and Ontology Learning
SN - 978-989-8111-49-4
AU - C. Cantele R.
AU - Alice G. V. Ferreira M.
AU - F. Adamatti D.
AU - Araujo M.
PY - 2008
SP - 43
EP - 51
DO - 10.5220/0001730400430051