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Automated Ontology Evolution for an E-Commerce Recommender

  • Elmar P. Wach
Part of the Lecture Notes in Business Information Processing book series (LNBIP, volume 97)

Abstract

This research proposes a completely automated OWL product domain ontology (PDO) evolution by enhancing an existing ontology evolution concept. Its manual activities are eliminated by formulating an adaptation strategy for the conceptual aspects of an automated PDO evolution and establishing a feedback cycle. This strategy decides when and how to evolve by evaluating the impact of the evolution in the precedent feedback cycle and is implemented in a new adaptation layer. The adaptation strategy was validated/ firstly “instantiated” by applying it to a real-world conversational content-based e-commerce recommender as use case.

Keywords

Ontology Evolution Ontology Versioning Recommender Systems Self-Adapting Information Systems Heuristics 

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References

  1. [Bennett, K. H. and Rajlich, V. T. 2000]
    Software maintenance and evolution: A roadmap. In: Proceedings of the Conference on the Future of Software Engineering, pp. 73–87Google Scholar
  2. [Broy, M. et al. 2009]
    Formalizing the notion of adaptive system behavior. In: Proceedings of the 2009 ACM Symposium on Applied Computing (SAC 2009), pp. 1029–1033 (2009)Google Scholar
  3. [Glover, F. 1986]
    Future paths for integer programming and links to artificial intelligence. Comput. Oper. Res. 13, 533–549Google Scholar
  4. [Glover, F. and Laguna, M. 1997]
    Tabu Search. Kluwer Academic PublishersGoogle Scholar
  5. [Gómez-Pérez, A. 2001]
    Evaluation of ontologies. International Journal of Intelligent Systems 16, 391–409Google Scholar
  6. [Gruber, T. R. 1993]
    Toward principles for the design of ontologies used for knowledge sharing. In: Formal Ontology in Conceptual Analysis and Knowledge Representation. Kluwer Academic PublishersGoogle Scholar
  7. [Haase, P. and Stojanovic, L. 2005]
    Haase, P., Stojanovic, L.: Consistent evolution of OWL ontologies. In: Gómez-Pérez, A., Euzenat, J. (eds.) ESWC 2005. LNCS, vol. 3532, pp. 182–197. Springer, Heidelberg (2005)CrossRefGoogle Scholar
  8. [Haase, P. et al. 2005]
    Haase, P., van Harmelen, F., Huang, Z., Stuckenschmidt, H., Sure, Y.: A framework for handling inconsistency in changing ontologies. In: Gil, Y., Motta, E., Benjamins, V.R., Musen, M.A. (eds.) ISWC 2005. LNCS, vol. 3729, pp. 353–367. Springer, Heidelberg (2005)CrossRefGoogle Scholar
  9. [Klein, M. and Noy N. F. 2003]
    A component-based framework for ontology evolution. In: Proceedings of the IJCAI 2003 Workshop on Ontologies and Distributed Systems (2003)Google Scholar
  10. [Konstantinidis, G. et al. 2007]
    Ontology evolution: A framework and its application to RDF. In: Proceedings of the Joint ODBIS & SWDB Workshop on Semantic Web, Ontologies, DatabasesGoogle Scholar
  11. [Mädche, A. et al. 2002]
    Managing multiple ontologies and ontology evolution in Ontologging. In: Proceedings of the IFIP 17th World Computer Congress – TC12 Stream on Intelligent Information Processing, pp. 51–63Google Scholar
  12. [Mädche, A. et al. 2003]
    Managing multiple and distributed Ontologies on the Semantic Web. The VLDB Journal – The International Journal on Very Large Data Bases 12(4), 286–302Google Scholar
  13. [Noy, N. F. et al. 2006]
    A framework for ontology evolution in collaborative environments. In: Proceedings of the 2005 International Semantic Web Conference (ISWC 2005), pp. 544–558 (2005)Google Scholar
  14. [Pearl, J. 1983]
    Heuristics: Intelligent search strategies for computer problem solving. Addison-WesleyGoogle Scholar
  15. [Stojanovic, L. et al. 2002]
    Stojanovic, L., Maedche, A., Motik, B., Stojanovic, N.: User-driven ontology evolution management. In: Gómez-Pérez, A., Benjamins, V.R. (eds.) EKAW 2002. LNCS (LNAI), vol. 2473, pp. 285–300. Springer, Heidelberg (2002)CrossRefGoogle Scholar
  16. [Stojanovic, N. et al. 2003]
    Stojanovic, L., Stojanovic, N., González, J., Studer, R.: OntoManager – A system for the usage-based ontology management. In: Chung, S., Schmidt, D.C. (eds.) CoopIS 2003, DOA 2003, and ODBASE 2003. LNCS, vol. 2888, pp. 858–875. Springer, Heidelberg (2003)CrossRefGoogle Scholar
  17. [Suárez-Figueroa, M. C. and Gómez-Pérez, A. 2008]
    Towards a glossary of activities in the ontology engineering field. In: Proceedings of the Sixth International Conference on Language Resources and Evaluation, LREC 2008 (2008)Google Scholar
  18. [Zablith, F. 2009]
    Zablith, F.: Evolva: A comprehensive approach to ontology evolution. In: Aroyo, L., Traverso, P., Ciravegna, F., Cimiano, P., Heath, T., Hyvönen, E., Mizoguchi, R., Oren, E., Sabou, M., Simperl, E. (eds.) ESWC 2009. LNCS, vol. 5554, pp. 944–948. Springer, Heidelberg (2009)CrossRefGoogle Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2011

Authors and Affiliations

  • Elmar P. Wach
    • 1
    • 2
  1. 1.STI Innsbruck, University of InnsbruckInnsbruckAustria
  2. 2.Elmar/P/Wach eCommerce ConsultingHamburgGermany

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