Abstract
Due to the ever-growing amount of information available on Web shops, it has become increasingly difficult to get an overview of Web-based product information. There are clear indications that better search capabilities, such as the exploitation of annotated data, are needed to keep online shopping transparent for the user. For example, annotations can help present information from multiple sources in a uniform manner. This paper proposes an algorithm that can autonomously map heterogeneous product taxonomies forWeb shop data integration purposes. The proposed approach uses word sense disambiguation techniques, approximate lexical matching, and a mechanism that deals with composite categories. Our algorithm’s performance on three real-life datasets was compared favourably against two other state-of-the-art taxonomy mapping algorithms. The experiments show that our algorithm performs at least twice as good compared to the other algorithms w.r.t. precision and F-measure.
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Aumueller, D., Do, H.H., Massmann, S., Rahm, E.: Schema and Ontology Matching with COMA++. In: ACM SIGMOD International Conference on Management of Data 2005 (SIGMOD 2005), pp. 906–908. ACM (2005)
Ehrig, M., Staab, S.: QOM – Quick Ontology Mapping. In: McIlraith, S.A., Plexousakis, D., van Harmelen, F. (eds.) ISWC 2004. LNCS, vol. 3298, pp. 683–697. Springer, Heidelberg (2004)
Hepp, M.: GoodRelations: An Ontology for Describing Products and Services Offers on the Web. In: Gangemi, A., Euzenat, J. (eds.) EKAW 2008. LNCS (LNAI), vol. 5268, pp. 329–346. Springer, Heidelberg (2008)
Horrigan, J.B.: Online Shopping. Pew Internet & American Life Project Report 36 (2008)
Lesk, M.: Automatic Sense Disambiguation using Machine Readable Dictionaries: How to tell a Pine Cone from an Ice Cream Cone. In: 5th Annual ACM SIGDOC International Conference on Systems Documentation (SIGDOC 1986), pp. 24–26. ACM (1986)
Li, J.: LOM: A Lexicon-based Ontology Mapping Tool. In: 5th Workshop Performance Metrics for Intelligent Systems, PerMIS 2004 (2004)
Madhavan, J., Bernstein, P.A., Rahm, E.: Generic Schema Matching with Cupid. In: 27th International Conference on Very Large Data Bases (VLDB 2001), pp. 49–58. Morgan Kaufmann Publishers Inc. (2001)
Melnik, S., Garcia-Molina, H., Rahm, E.: Similarity Flooding: A Versatile Graph Matching Algorithm and its Application to Schema Matching. In: 18th International Conference on Data Engineering (ICDE 2002), pp. 117–128. IEEE Computer Society (2002)
Miller, G.A.: WordNet: A Lexical Database for English. Communications of the ACM 38(11), 39–41 (1995)
Noy, N.F., Musen, M.A.: The PROMPT Suite: Interactive Tools for Ontology Merging and Mapping. International Journal of Human-Computer Studies 59(6), 983–1024 (2003)
Park, S., Kim, W.: Ontology Mapping between Heterogeneous Product Taxonomies in an Electronic Commerce Environment. International Journal of Electronic Commerce 12(2), 69–87 (2007)
Shopping.com: Online Shopping Comparison Website (2011), http://www.shopping.com
Zhang, G.Q., Zhang, G.Q., Yang, Q.F., Cheng, S.Q., Zhou, T.: Evolution of the Internet and its Cores. New Journal of Physics 10(12), 123027 (2008)
Zhu, H., Madnick, S., Siegel, M.: Enabling Global Price Comparison through Semantic Integration of Web Data. International Journal of Electronic Business 6(4), 319–341 (2008)
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Nederstigt, L., Vandic, D., Frasincar, F. (2012). An Automated Approach to Product Taxonomy Mapping in E-Commerce. In: Casillas, J., Martínez-López, F., Corchado Rodríguez, J. (eds) Management Intelligent Systems. Advances in Intelligent Systems and Computing, vol 171. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-30864-2_11
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DOI: https://doi.org/10.1007/978-3-642-30864-2_11
Publisher Name: Springer, Berlin, Heidelberg
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