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A method to predict social annotations

Published: 26 October 2008 Publication History

Abstract

This paper predicts the stabilized tag set of a resource, with feedback of a small amount of user annotations, aiming to reduce the requirement of sufficient user annotations and to resolve the cold-start problem in a social annotation system.

References

[1]
Bao, S. et al. Optimizing web search using social annotations. In Proceedings of the 16th International Conference on World Wide Web, pp. 501--510, 2007.
[2]
Berger, A. and Lafferty, J. Information retrieval as statistical translation. In Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 222--229, 1999.
[3]
Golder, S. A. and Huberman, B. A. Usage patterns of collaborative systems. Journal of Information Science. 32(2), pp. 198--208, 2006.
[4]
Halpin, H. et al. The complex dynamics of collaborative tagging. In Proceedings of the 16th International Conference on World Wide Web, pp. 211--220, 2007.
[5]
Hsu, M.-H., Tsai, M.-F., Chen, H.-H. Combining WordNet and ConceptNet for automatic query expansion: a learning approach. In Proceedings of 2008 Asia Information Retrieval Symposium, LNCS, vol. 4993, pp. 213--224, Springer, 2008.
[6]
Salton, G. and Buckley, C. On the Use of spreading activation methods in automatic information retrieval. In Proceedings of the 11th Annual International ACM SIGIR, pp. 147--160, 1988.

Cited By

View all
  • (2016)On cold start for associative tag recommendationJournal of the Association for Information Science and Technology10.1002/asi.2335367:1(83-105)Online publication date: 1-Jan-2016
  • (2013)Personalized search in digital libraries via spreading activation modelWeb Intelligence and Agent Systems10.5555/2590084.259008711:2(137-147)Online publication date: 1-Apr-2013
  • (2010)Semantic grounding of hybridization for tag recommendationProceedings of the 11th international conference on Web-age information management10.5555/1884017.1884037(139-150)Online publication date: 15-Jul-2010
  • Show More Cited By

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Published In

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. social annotation
  2. spreading activation
  3. tag prediction

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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 1,481 of 6,453 submissions, 23%

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Cited By

View all
  • (2016)On cold start for associative tag recommendationJournal of the Association for Information Science and Technology10.1002/asi.2335367:1(83-105)Online publication date: 1-Jan-2016
  • (2013)Personalized search in digital libraries via spreading activation modelWeb Intelligence and Agent Systems10.5555/2590084.259008711:2(137-147)Online publication date: 1-Apr-2013
  • (2010)Semantic grounding of hybridization for tag recommendationProceedings of the 11th international conference on Web-age information management10.5555/1884017.1884037(139-150)Online publication date: 15-Jul-2010
  • (2010)Semantic Grounding of Hybridization for Tag RecommendationWeb-Age Information Management10.1007/978-3-642-14246-8_16(139-150)Online publication date: 2010

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