Abstract
Enterprise delegates Agents’ Negotiation is a simpler task if the enterprises involved in the transaction have homogeneous representation structures as well as the same domain of discourse, thus the use of a common ontology eases semantic problems. However, in real-life situations, real problems involve heterogeneity and different ontologies often developed by several persons and tools. Moreover, domain evolution, or changes in the conceptualisation might cause modifications on the previous ontologies once there is no formal mapping between high-level ontologies. We are proposing a method to be used by an Ontology-Services Agent to make Agents to understand each other despite their different ontologies. The method uses the natural language description of each involved item/product/service and combining statistical, clustering and suffix stripping algorithms finds out similarities between different concepts represented in different ontologies.
Keywords
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Klein, M., Kiryakov, A. Ognyanoff, D., Fensel, D.: Finding and specifying relations between ontology versions. In: Proceedings of the ECAI-02 Workshop on Ontologies and Semantic Interoperability, Lyon (July 22, 2002), http://www.cs.vu.nl/~heiner/ECAI-02-WS/
Roda, C., Jennings, N.R., Mandanu, E.H.: The impact of heterogeneity on cooperating agents. In: Proceedings of AAAI Workshop on Cooperation among Heterogeneous Intelligent Systems, Anaheim, USA (1991)
Malucelli, A., Oliveira, E.: Ontology-Services to Facilitate Agents Interoperability. In: Lee, J.-H., Barley, M.W. (eds.) PRIMA 2003. LNCS (LNAI), vol. 2891, pp. 170–181. Springer, Heidelberg (2003)
Visser, P.R.S., Jones, D.M., Bench-Capon, T.J.M., Shave, M.J.R.: An Analysis of Ontology Mismatches; Heterogeneity vs. Interoperability. In: AAAI 1997 Spring Symposium on Ontological Engineering, Stanford (1997)
Willmott, S., Constantinescu. I, Calisti, M.: Multilingual Agents: Ontologies, Languages and Abstractions. In: Proceedings of the Workshop on Ontologies in Agent Systems. 5th International Conference on Autonomous Agents. Montreal, Canada (2001)
Kavouras, M.: A Unified Ontological Framework for Semantic Integration. In: Proceeding of the International Workshop on Next Generation Geospatial Information, Cambridge (Boston), Massachusetts, USA (October 2003), pp. 19–21 (2003)
Arpírez, J.C., Corcho, O., Fernández-López, M., Gómez-Pérez, A.: WebODE in a nutshell. AI Magazine 24(3), 37–48 (2003)
Gennari, J., Musen, M.A., Fergerson, R.W., Grosso, W.E., Crubézy, M., Eriksson, H., Noy, N.F., Tu, S.W.: The Evolution of Protégé: An Environment for Knowledge-Based Systems Development The Evolution of Protégé: An Environment for Knowledge-Based Systems Development. Technical Report. SMI Report Number: SMI-2002-0943 2002
Sure, Y., Erdmann, M., Angele, J., Staab, S., Studer, R., Wenke, D.: OntoEdit: Collaborative ontology development for the semantic web. In: Horrocks, I., Hendler, J. (eds.) ISWC 2002. LNCS, vol. 2342, p. 221. Springer, Heidelberg (2002)
Hakimpour, F., Geppert, A.: Resolving Semantic Heterogeneity in Schema Integration: an Ontology Based Approach. In: The Proceedings of the International Conference on Formal Ontology in Information Systems (FOIS 2001), Maine, USA, pp. 297–308 (2001)
McGuinness, D.L., Fikes, R., Rice, J., Wilder, S.: An environment for merging and testing large ontologies. In: Cohn, A., Giunchiglia, F., Selman, B. (eds.) KR2000: Principles on Knowledge Representation and Reasoning, San Francisco, pp. 483–493 (2000)
Noy, N.F., Musen, M.A.: PROMPT: Algorithm and Tool for Automated Ontology Merging and Alignment. In: Proceedings of AAAI 2000, Austin (2000)
Pinto, H.S.: Towards Ontology Reuse. In: Proceedings of AAAI99’s Workshop on Ontology Management, WS-99-13, pp. 67–73. AAAI Press, Menlo Park (1999)
Stumme, G., Maedche, A.: Ontology Merging for Federated Ontologies on the Semantic Web. In: Workshop on Ontologies and Information Sharing. IJCAI 2001, Seattle, USA (2001)
Klein, M.: Combining and relating ontologies: an analysis of problems and solutions. In: Workshop on Ontologies and Information Sharing, IJCAI 2001, Seattle, USA (2001)
Hameed, A., Sleeman, D., Preece, A.: Detecting Mismatches Among Experts’ Ontologies Acquired through Knowledge Elicitation. In: Research and Development in Intelligent Systems XVIII (Proceedings of ES 2001). BCS Conference Series, pp. 9–22. Springer, Heidelberg (2001)
Sahinalp, S.C., Tasan, M., Macker, J., Ozsoyoglu, Z.M.: Distance Based Indexing for String Proximity Search. In: Proceedings of 19th International Conference on Data Engineering, Bangalore, India, p. 125 (2003)
Porter, M.F.: An algorithm for suffix stripping. Readings in information retrieval, pp. 313–316. Morgan Kaufmann Publishers Inc., San Francisco (1997)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2004 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Malucelli, A., Oliveira, E. (2004). Towards to Similarity Identification to Help in the Agents’ Negotiation. In: Bazzan, A.L.C., Labidi, S. (eds) Advances in Artificial Intelligence – SBIA 2004. SBIA 2004. Lecture Notes in Computer Science(), vol 3171. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-28645-5_54
Download citation
DOI: https://doi.org/10.1007/978-3-540-28645-5_54
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-23237-7
Online ISBN: 978-3-540-28645-5
eBook Packages: Springer Book Archive