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Article

Text based similarity metrics and deltas for semantic web graphs

Published: 09 November 2010 Publication History

Abstract

Recognizing that two Semantic Web documents or graphs are similar and characterizing their differences is useful in many tasks, including retrieval, updating, version control and knowledge base editing. We describe several text-based similarity metrics that characterize the relation between Semantic Web graphs and evaluate these metrics for three specific cases of similarity: similarity in classes and properties, similarity disregarding differences in base-URIs, and versioning relationship. We apply these techniques for a specific use case - generating a delta between versions of a Semantic Web graph. We have evaluated our system on several tasks using a collection of graphs from the archive of the Swoogle Semantic Web search engine.

References

[1]
M. S. Charikar. Similarity estimation techniques from rounding algorithms. In STOC '02: Proc. of the thiry-fourth annual ACM symposium on Theory of computing, pages 380-388, New York, NY, USA, 2002. ACM.
[2]
G. S. Manku, A. Jain, and A. D. Sarma. Detecting near-duplicates for web crawling. In C. L. Williamson, M. E. Zurko, P. F. Patel-Schneider, and P. J. Shenoy, editors, WWW, pages 141-150. ACM, 2007.
[3]
K. Viswanathan. Text Based Similarity Metrics and Delta for Semantic Web Graphs. Master's thesis, 1000 Hilltop Circle, June 2010.
[4]
K. Viswanathan and T. Finin. Text Based Similarity and Delta for Semantic Web Graphs. Technical report, UMBC, 1000 Hilltop Circle, August 2010.

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Published In

cover image Guide Proceedings
ISWC-PD'10: Proceedings of the 2010 International Conference on Posters & Demonstrations Track - Volume 658
November 2010
213 pages
  • Editors:
  • Axel Polleres,
  • Huajun Chen

Publisher

CEUR-WS.org

Aachen, Germany

Publication History

Published: 09 November 2010

Author Tags

  1. delta
  2. semantic web graphs
  3. similarity metrics

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