Skip to main content

Using Ontology Modularization for Efficient Negotiation over Ontology Correspondences in MAS

  • Conference paper
Argumentation in Multi-Agent Systems (ArgMAS 2009)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 6057))

Included in the following conference series:

  • 640 Accesses

Abstract

Efficient agent communication in open and dynamic environments relies on the agents ability to reach a mutual understanding over message exchanges. Such environments are characterized by the existence of heterogeneous agents that commit to different ontologies, with no prior assumptions regarding the use of shared vocabularies. Various approaches have therefore considered how mutually acceptable mappings may be determined dynamically between agents through negotiation. In particular, this paper focusses on the meaning based negotiation approach, proposed by Laera et al [1], that makes use of argumentation in order to select a set of mappings that is deemed acceptable by both agents. However, this process can be highly complex, reaching \(\Pi_{2}^{(p)}\)-complete. Whilst it is non-trivial to reduce this complexity, we have explored the use of ontology modularization as a means of reducing the space of possible concepts over which the agents have to negotiate. In this paper, we propose an approach that combines modularization with argumentation to generate focused domains of discourse to facilitate communication. We empirically demonstrate that we can not only reduce the number of alignments required to reach consensus by an average of 75%, but that in 41% of cases, we can identify those agents that would not be able to fully satisfy the request, without the need for negotiation.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Laera, L., Blacoe, I., Tamma, V.A.M., Payne, T.R., Euzenat, J., Bench-Capon, T.J.M.: Argumentation over ontology correspondences in mas. In: Durfee, E.H., Yokoo, M., Huhns, M.N., Shehory, O. (eds.) AAMAS, p. 228 (2007)

    Google Scholar 

  2. Berners-Lee, T., Hendler, J., Lassila, O.: The semantic web. Scientific American 284 (2001)

    Google Scholar 

  3. van Diggelen, J., Beun, R.J., Dignum, F., van Eijk, R.M., Meyer, J.J.: Ontology negotiation in heterogeneous multi-agent systems: The anemone system. Applied Ontology 2, 267–303 (2007)

    Google Scholar 

  4. dos Santos, C.T., Quaresma, P., Vieira, R.: Conjunctive queries for ontology based agent communication in mas. In: 7th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2008), Estoril, Portugal, May 12-16, vol. 2, pp. 829–836 (2008)

    Google Scholar 

  5. Euzenat, J., Shvaiko, P.: Ontology Matching. Springer, Heidelberg (2007)

    MATH  Google Scholar 

  6. Patel-Schneider, P.F., Hayes, P., Horrocks, I.: OWL Web Ontology Language Semantics and Abstract Syntax (2004)

    Google Scholar 

  7. Dunne, P., Bench-Capon, T.: Complexity in value-based argument systems. In: Alferes, J.J., Leite, J. (eds.) JELIA 2004. LNCS (LNAI), vol. 3229, pp. 360–371. Springer, Heidelberg (2004)

    Google Scholar 

  8. Cuenca-Grau, B., Parsia, B., Sirin, E., Kalyanpur, A.: Automatic Partitioning of OWL Ontologies Using E-Connections. In: Proceedings of the 2005 International Workshop on Description Logics, DL 2005 (2005)

    Google Scholar 

  9. Stuckenschmidt, H., Klein, M.: Structure-based partitioning of large concept hierarchies. In: Proceedings of the 3rd International Semantic Web Conference, Hiroshima, Japan (2004)

    Google Scholar 

  10. Cuenca Grau, B., Horrocks, I., Kazakov, Y., Sattler, U.: Modular reuse of ontologies: Theory and practice. J. of Artificial Intelligence Research (JAIR) 31, 273–318 (2008)

    MATH  MathSciNet  Google Scholar 

  11. d’Aquin, M., Sabou, M., Motta, E.: Modularization: a key for the dynamic selection of relevant knowledge components. In: ISWC 2006, Athens, Georgia, USA (2006)

    Google Scholar 

  12. Doran, P., Tamma, V.A.M., Iannone, L.: Ontology module extraction for ontology reuse: an ontology engineering perspective. In: Silva, M.J., Laender, A.H.F., Baeza-Yates, R.A., McGuinness, D.L., Olstad, B., Olsen, Ø.H., Falcão, A.O. (eds.) CIKM, pp. 61–70. ACM, New York (2007)

    Chapter  Google Scholar 

  13. Noy, N.F., Musen, M.A.: Specifying ontology views by traversal. In: International Semantic Web Conference, pp. 713–725 (2004)

    Google Scholar 

  14. Seidenberg, J., Rector, A.: Web ontology segmentation: analysis, classification and use. In: WWW 2006: Proceedings of the 15th international conference on World Wide Web, pp. 13–22. ACM Press, New York (2006)

    Chapter  Google Scholar 

  15. Konev, B., Lutz, C., Walther, D., Wolter, F.: Semantic modularity and module extraction in description logics. In: Proceedings of ECAI 2008: 18th European conference on Artificial Intelligence (2008)

    Google Scholar 

  16. Laera, L., Blacoe, I., Tamma, V., Payne, T., Euzenat, J., Bench-Capon, T.: Argumentation over Ontology Correspondences in MAS. In: Proc. of the 6th Int. Joint Conf. on Autonomous Agents and Multiagent Systems, pp. 1285–1292 (2007)

    Google Scholar 

  17. Bench-Capon, T.: Persuasion in practical argument using value-based argumentation frameworks. Journal of Logic and Computation 13, 429–448 (2003)

    Article  MATH  MathSciNet  Google Scholar 

  18. Dung, P.M.: On the acceptability of arguments and its fundamental role in nonmonotonic reasoning, logic programming and n-person games. Artificial Intelligence 77, 321–357 (1995)

    Article  MATH  MathSciNet  Google Scholar 

  19. Laera, L.: Toward shared understanding - an argumentation based approach for communication in open multi-agent systems (2008)

    Google Scholar 

  20. Noy, N.F., Musen, M.A.: PROMPT: Algorithm and Tool for Automated Ontology Merging and Alignment. In: Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence, pp. 450–455. AAAI Press/The MIT Press (2000)

    Google Scholar 

  21. Doran, P., Tamma, V., Palmisano, I., Payne, T.R.: Dynamic selection of ontological alignments: a space reduction mechanism. In: Twenty-First International Joint Conference on Artificial Intelligence, IJCAI 2009 (2009)

    Google Scholar 

  22. Cohen, W.W., Borgida, A., Hirsh, H.: Computing least common subsumers in description logics. In: AAAI, pp. 754–760 (1992)

    Google Scholar 

  23. Noy, N.F., Musen, M.A.: The PROMPT suite: interactive tools for ontology merging and mapping. International Journal of Human-Computer Studies 59, 983–1024 (2003)

    Article  Google Scholar 

  24. Maedche, A., Staab, S.: Measuring similarity between ontologies. In: Gómez-Pérez, A., Benjamins, V.R. (eds.) EKAW 2002. LNCS (LNAI), vol. 2473, pp. 251–263. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  25. Lutz, C., Walther, D., Wolter, F.: Conservative extensions in expressive description logics. In: [31], pp. 453–458

    Google Scholar 

  26. Baader, F., Calvanese, D., McGuinness, D.L., Nardi, D., Patel-Schneider, P.F. (eds.): The Description Logic Handbook: Theory, Implementation and Applications, Cambridge (2007)

    Google Scholar 

  27. Cuenca Grau, B., Horrocks, I., Kazakov, Y., Sattler, U.: Just the right amount: Extracting modules from ontologies. In: WWW 2007, Proceedings of the 16th International World Wide Web Conference, Banff, Canada, May 8-12, pp. 717–727 (2007)

    Google Scholar 

  28. Grau, B.C., Horrocks, I., Kazakov, Y., Sattler, U.: A logical framework for modularity of ontologies. In: [31], pp. 298–303

    Google Scholar 

  29. Borgida, A., Giunchiglia, F.: Importing from functional knowledge bases - a preview. In: Cuenca-Grau, B., Honavar, V., Schlicht, A., Wolter, F. (eds.) WOMO (2007)

    Google Scholar 

  30. Palmisano, I., Tamma, V., Payne, T.R., Doran, P.: Task oriented evaluation of module extraction techniques. In: Bernstein, A., Karger, D.R., Heath, T., Feigenbaum, L., Maynard, D., Motta, E., Thirunarayan, K. (eds.) ISWC 2009. LNCS, vol. 5823, pp. 130–145. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  31. Veloso, M.M. (ed.): IJCAI 2007, Proceedings of the 20th International Joint Conference on Artificial Intelligence, Hyderabad, India, January 6-12 (2007)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2010 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Doran, P., Tamma, V., Payne, T.R., Palmisano, I. (2010). Using Ontology Modularization for Efficient Negotiation over Ontology Correspondences in MAS. In: McBurney, P., Rahwan, I., Parsons, S., Maudet, N. (eds) Argumentation in Multi-Agent Systems. ArgMAS 2009. Lecture Notes in Computer Science(), vol 6057. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-12805-9_14

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-12805-9_14

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-12804-2

  • Online ISBN: 978-3-642-12805-9

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics