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Speed up semantic search in p2p networks

Published: 26 October 2008 Publication History

Abstract

Peer-to-peer architectures become popular in modern massively distributed systems, which are often in very large scale and contain a huge volume of heterogeneous data. To facilitate the information retrieval process in P2P networks, we consider semantic search approach, where syntax-based queries are shipped to peers based on semantic correlations. Motivated by an interesting experience in Web information retrieval, we propose a novel ontology-based scheme to measure similarity of peer interests accurately and consistently in a decentralized way, and group peers under a scalable hierarchical overlay network. Given queries, our approach either floods them within local peer groups or guides them towards remote groups based on the similarity of interests. Our work overcomes the limitations of the existing P2P hybrid-search approaches by avoiding costly data popularity measurement. Performance evaluation and comparison against baseline algorithms show that our approach provides a better solution for information retrieval in large-scale P2P networks.

References

[1]
B. T. Loo, J. M. Hellerstein, R. Huebsch, S. Shenker, and I. Stoica. Enhancing P2P file-sharing with an Internet-scale query processor. In Proc. 30th Int. Conf. on Very Large Data Bases, pages 432--443, 2004.
[2]
J. P. Nouvelles recherches sur la distribution florale (in french). Bull Soc Vaudoise Sci Nat, 44:223--270, 1908.
[3]
Y. Rubner, C. Tomasi, and L. J. Guibas. The earth mover's distance as a metric for image retrieval. International Journal of Computer Vision, 40(2):99--121, 2000.

Cited By

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  • (2018)A semantic searching scheme in heterogeneous unstructured P2P networksJournal of Computer Science and Technology10.1007/s11390-011-1190-z26:6(925-941)Online publication date: 21-Dec-2018
  • (2009)Challenges in Personalizing and Decentralizing the WebProceedings of the 11th International Symposium on Stabilization, Safety, and Security of Distributed Systems10.1007/978-3-642-05118-0_1(1-16)Online publication date: 5-Nov-2009

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cover image ACM Conferences
CIKM '08: Proceedings of the 17th ACM conference on Information and knowledge management
October 2008
1562 pages
ISBN:9781595939913
DOI:10.1145/1458082
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 26 October 2008

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Author Tags

  1. hierarchical overlay
  2. information retrieval
  3. ontology
  4. peer-to-peer
  5. similarity-based clustering

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CIKM08
CIKM08: Conference on Information and Knowledge Management
October 26 - 30, 2008
California, Napa Valley, USA

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Overall Acceptance Rate 1,861 of 8,427 submissions, 22%

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Cited By

View all
  • (2018)A semantic searching scheme in heterogeneous unstructured P2P networksJournal of Computer Science and Technology10.1007/s11390-011-1190-z26:6(925-941)Online publication date: 21-Dec-2018
  • (2009)Challenges in Personalizing and Decentralizing the WebProceedings of the 11th International Symposium on Stabilization, Safety, and Security of Distributed Systems10.1007/978-3-642-05118-0_1(1-16)Online publication date: 5-Nov-2009

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