Skip to main content

Matching Hierarchies Using Shared Objects

  • Conference paper
Research and Advanced Technology for Digital Libraries (ECDL 2008)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 5173))

Included in the following conference series:

Abstract

One of the main challenges in integrating two hierarchies (e.g., of books or web pages) is determining the correspondence between the edges of each hierarchy. Traditionally, this process, which we call hierarchy matching, is done by comparing the text associated with each edge. In this paper we instead use the placement of objects present in both hierarchies to infer how the hierarchies relate. We present two algorithms that, given a hierarchy with known facets (attribute-value pairs that define what objects are placed under an edge), determine feasible facets for a second hierarchy, based on shared objects. One algorithm is rule-based and the other is statistics-based. In the experimental section, we compare the results of the two algorithms, and see how their performances vary based on the amount of noise in the hierarchies.

A 2-page poster was presented at ICDE08. The poster introduced the problem we address here but did not present the algorithms nor any results.

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 99.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 129.00
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. Agrawal, R., Srikant, R.: On integrating catalogs. In: Proc. of the Tenth Int’l World Wide Web Conference, pp. 603–612 (2001)

    Google Scholar 

  2. Amazon.com, http://www.amazon.com

  3. Doan, A., Madhavan, J., Domingos, P., Halevy, A.: Learning to map between ontologies on the semantic web. In: The Eleventh International WWW Conference, pp. 662–673 (2002)

    Google Scholar 

  4. Flamenco system, http://flamenco.berkeley.edu/index.html

  5. Giunchiglia, F., Shvaiko, P., Yatskevich, M.: Semantic Schema Matching. In: Proceedings of CoopIS (2005)

    Google Scholar 

  6. Haas, L.M., Hernandez, M.A., Ho, H., Popa, L., Roth, M.: Clio grows up: From research prototype to industrial tool. In: Proceedings of the 24th ACM SIGMOD, pp. 805–810 (2005)

    Google Scholar 

  7. Ichise, R., Takeda, H., Honiden, S.: Rule induction for concept hierarchy alignment. In: Proceedings of the IJCAI 2001 Workshop on Ontology Learning (2001)

    Google Scholar 

  8. Kalfoglou, Y., Schorlemmer, M.: Ontology mapping: the state of the art. Knowledge Engineering Review 18(1), 1–31 (2003)

    Article  Google Scholar 

  9. Melnik, S., Garcia-Molina, H., Rahm, E.: Similarity flooding: A versatile graph matching algorithm and its application to schema matching. In: Proceedings of the 18th ICDE (2002)

    Google Scholar 

  10. Sarawagi, S., Chakrabarti, S., Godbole, S.: Cross-training: Learning probabilistic mappings between topics. In: Proceedings of the 9th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) (2003)

    Google Scholar 

  11. Ikeda, R., Zhao, K., Garcia-Molina, H.: Matching hierarchies using shared objects. Technical report, Stanford University (2008), http://dbpubs.stanford.edu/pub/2008-4

Download references

Author information

Authors and Affiliations

Authors

Editor information

Birte Christensen-Dalsgaard Donatella Castelli Bolette Ammitzbøll Jurik Joan Lippincott

Rights and permissions

Reprints and permissions

Copyright information

© 2008 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Ikeda, R., Zhao, K., Garcia-Molina, H. (2008). Matching Hierarchies Using Shared Objects. In: Christensen-Dalsgaard, B., Castelli, D., Ammitzbøll Jurik, B., Lippincott, J. (eds) Research and Advanced Technology for Digital Libraries. ECDL 2008. Lecture Notes in Computer Science, vol 5173. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-87599-4_21

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-87599-4_21

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-87598-7

  • Online ISBN: 978-3-540-87599-4

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics