Addressing Issues in Foundational Ontology Mediation

C. Maria Keet, Zubeida Casmod Dawood

Abstract

An approach in achieving semantic interoperability among heterogeneous systems is to offer infrastructure to assist with linking and integration using a foundational ontology. Due to the creation of multiple foundational ontologies, this also means linking and integrating those ones. In order to achieve this, we have selected the widely used foundational ontologies DOLCE, BFO, and GFO, and their related modules, on which to perform ontology mediation (alignment, mapping, and merging). The foundational ontologies were aligned by identifying correspondences between ontology entities using seven tools, documentation, and our manual alignments, and comparing their effectiveness. Thereafter, based on the alignments, we created correspondences in the ontology files resulting in entity mappings and merged ontologies. However, during the mapping process, it was found that differences in foundational ontologies, such as their hierarchical structure, conflicting axioms due to complement and disjointness, and incompatible domain and range restriction, cause logical inconsistencies in foundational ontology alignments, thereby greatly reducing the number of mappings. We analyse and present these logical inconsistencies with possible solutions to some of them.

References

  1. Castano, S., Ferrara, A., and Montanelli, S. (2003). HMATCH: an algorithm for dynamically matching ontologies in peer-based systems. In The first International Workshop on Semantic Web and Databases (SWDB'03), pages 231-250, Humboldt-Universitt, Berlin, Germany.
  2. Dang, T. T., Gabriel, A., Hertling, S., Roskosch, P., Wlotzka, M., Zilke, J. R., Janssen, F., and Paulheim, H. (2012). HotMatch results for OEAI 2012. In Seventh International Workshop on Ontology Matching (OM'12), volume 946 of CEUR Workshop Proceedings. CEUR-WS.org.
  3. de Bruijn, J., Ehrig, M., Feier, C., Martíns-Recuerda, F., Scharffe, F., and Weiten, M. (2006). Ontology mediation, merging, and aligning. In Semantic Web Technologies, pages 1-20. Wiley Online Library.
  4. Euzenat, J. and Shvaiko, P. (2007). Ontology Matching. Springer.
  5. Herre, H. (2010). General Formal Ontology (GFO): A foundational ontology for conceptual modelling. In Theory and Applications of Ontology: Computer Applications, chapter 14, pages 297-345. Springer.
  6. Hertling, S. (2012). Hertuda results for OEAI 2012. In Seventh International Workshop on Ontology Matching (OM'12), volume 946 of CEUR Workshop Proceedings. CEUR-WS.org.
  7. Jiménez-Ruiz, E. and Cuenca Grau, B. (2011). LogMap: Logic-based and scalable ontology matching. In 10th International Semantic Web Conference (ISWC'11), volume 7031 of Lecture Notes in Computer Science, pages 273-288. Springer.
  8. Keet, C. M. (2012). Detecting and revising flaws in OWL object property expressions. In ten Teije et al., A., editor, 18th International Conference on Knowledge Engineering and Knowledge Management (EKAW'12), volume 7603 of Lecture Notes in Artificial Intelligence, pages 252-266. Springer. Oct 8-12, Galway, Ireland.
  9. Khan, Z. and Keet, C. M. (2012). ONSET: Automated foundational ontology selection and explanation. In ten Teije et al., A., editor, 18th International Conference on Knowledge Engineering and Knowledge Management (EKAW'12), volume 7603 of Lecture Notes in Artificial Intelligence, pages 237-251. Springer. Oct 8-12, Galway, Ireland.
  10. Khan, Z. and Keet, C. M. (2013). Toward semantic interoperability with aligned foundational ontologies in ROMULUS. In Seventh International Conference on Knowledge Capture (K-CAP'13). ACM proceedings. 23-26 June, Banff, Canada. (poster/demo, in press).
  11. Kolli, R. and Doshi, P. (2008). OPTIMA: tool for ontology alignment with application to semantic reconciliation of sensor metadata for publication in SensorMap. In IEEE International Conference on Semantic Computing (ICSC'08), pages 484-485. IEEE. 4-7 Aug. 2008, Santa Clara, CA, USA.
  12. Masolo, C., Borgo, S., Gangemi, A., Guarino, N., and Oltramari, A. (2003). Ontology library. WonderWeb Deliverable D18 (ver. 1.0, 31-12-2003). http://wonderweb.semanticweb.org.
  13. Mizoguchi, R. (2010). YAMATO: yet another more advanced top-level ontology. In Proceedings of the Sixth Australasian Ontology Workshop, Conferences in Research and Practice in Information, pages 1-16. Sydney : ACS.
  14. Ngo, D. and Bellahsene, Z. (2012). YAM++ : A multistrategy based approach for ontology matching task. In ten Teije et al., A., editor, 18th International Conference on Knowledge Engineering and Knowledge Management (EKAW'12), volume 7603 of Lecture Notes in Artificial Intelligence, pages 421-425. Springer. Oct 8-12, Galway, Ireland. Demo.
  15. Niles, I. and Pease, A. (2001). Towards a standard upper ontology. In Second International Conference on Formal Ontology in Information Systems (FOIS'01). IOS Press. Ogunquit, Maine, October 17-19, 2001.
  16. Noy, N. F. and Musen, M. A. (2000). PROMPT: Algorithm and tool for automated ontology merging and alignment. In Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on on Innovative Applications of Artificial Intelligence (AAAI/IAAI), pages 450-455. AAAI Press.
  17. Seyed, A. P. (2009). BFO/DOLCE primitive relation comparison. In The 12th Annual Bio-Ontologies Meeting Colocated with Intelligent Systems for Molecular Biology (ISMB'09). Stockholm, Sweden, 28 June 2009.
  18. Smith, B., Ceusters, W., Klagges, B., Kohler, J., Kumar, A., Lomax, J., Mungall, C., Neuhaus, F., Rector, A., and Rosse, C. (2005). Relations in biomedical ontologies. Genome Biology, 6(5):46.
  19. Temal, L., Rosier, A., Dameron, O., and Burgun, A. (2010). Mapping BFO and DOLCE. Studies in Health Technology and Informatics, 160(Pt 2):1065-9.
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Paper Citation


in Harvard Style

Keet C. and Dawood Z. (2013). Addressing Issues in Foundational Ontology Mediation . In Proceedings of the International Conference on Knowledge Engineering and Ontology Development - Volume 1: KEOD, (IC3K 2013) ISBN 978-989-8565-81-5, pages 5-16. DOI: 10.5220/0004518000050016


in Bibtex Style

@conference{keod13,
author={C. Maria Keet and Zubeida Casmod Dawood},
title={Addressing Issues in Foundational Ontology Mediation},
booktitle={Proceedings of the International Conference on Knowledge Engineering and Ontology Development - Volume 1: KEOD, (IC3K 2013)},
year={2013},
pages={5-16},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004518000050016},
isbn={978-989-8565-81-5},
}


in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Knowledge Engineering and Ontology Development - Volume 1: KEOD, (IC3K 2013)
TI - Addressing Issues in Foundational Ontology Mediation
SN - 978-989-8565-81-5
AU - Keet C.
AU - Dawood Z.
PY - 2013
SP - 5
EP - 16
DO - 10.5220/0004518000050016