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Conceptualizing documents with Wikipedia

Authors:

Tadashi Nomoto,

Noriko KandoAuthors Info & Claims

ESAIR '12: Proceedings of the fifth workshop on Exploiting semantic annotations in information retrieval

Pages 11 - 12

https://doi.org/10.1145/2390148.2390155

Published: 02 November 2012 Publication History

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Abstract

In this work, we will discuss how to improve Wikilabel, an approach which makes use of titles in Wikipedia pages to generate labels for documents, by retooling ideas from story link detection (SLD). A comparison of our approach against Elastic Net, a powerful machine learner, on the real world data, finds the visible superiority of our approach over the latter.

References

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D. Carmel, H. Roitman, and N. Zwerding. Enhancing cluster labeling using wikipedia. In SIGIR'09, 2009.

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Q. Mei, X. Shen, and C. Zhai. Automatic labeling of multinomial topic models. In KDD'07, 2007.

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T. Nomoto. Two-tier similarity model for story link detection. In CIKM '10, 2010.

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T. Nomoto. Wikilabel: an encyclopedic approach to labeling documents en masse. In CIKM '11, 2011.

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Z. S. Syed, T. Finin, and A. Joshi. Wikipedia as an ontology for describing documents. In ICWSM '08, 2008.

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H. Zou and T. Hastie. Regularization and variable selection via the elastic net. J. R. Statist. Soc. B, 2005.

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Cited By

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Łopuszyński MBolikowski Ł(2015)Towards robust tags for scientific publications from natural language processing tools and WikipediaInternational Journal on Digital Libraries10.1007/s00799-014-0132-016:1(25-36)Online publication date: 1-May-2015
https://dl.acm.org/doi/10.1007/s00799-014-0132-0
Łopuszyński MBolikowski Ł(2014)Tagging Scientific Publications Using Wikipedia and Natural Language Processing ToolsTheory and Practice of Digital Libraries - TPDL 2013 Selected Workshops10.1007/978-3-319-14226-5_3(16-27)Online publication date: 6-Jul-2014
https://doi.org/10.1007/978-3-319-14226-5_3
Łopuszyński MBolikowski Ł(2014)Tagging Scientific Publications Using Wikipedia and Natural Language Processing ToolsTheory and Practice of Digital Libraries -- TPDL 2013 Selected Workshops10.1007/978-3-319-08425-1_3(16-27)Online publication date: 6-Jul-2014
https://doi.org/10.1007/978-3-319-08425-1_3
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Index Terms

Conceptualizing documents with Wikipedia
1. Information systems
  1. Information retrieval

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Published In

ESAIR '12: Proceedings of the fifth workshop on Exploiting semantic annotations in information retrieval

November 2012

28 pages

ISBN:9781450317177

DOI:10.1145/2390148

Program Chairs:
Jaap Kamps
University of Amsterdam, The Netherlands
,
Jussi Karlgren
Gavagai Stockholm, Sweden
,
Peter Mika
Yahoo! Research Barcelona, Spain
,
Vanessa Murdock
Bing, Bellevue, WA, USA

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Association for Computing Machinery

New York, NY, United States

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Published: 02 November 2012

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CIKM'12

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CIKM'12: 21st ACM International Conference on Information and Knowledge Management

November 2, 2012

Hawaii, Maui, USA

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Overall Acceptance Rate 35 of 55 submissions, 64%

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Łopuszyński MBolikowski Ł(2015)Towards robust tags for scientific publications from natural language processing tools and WikipediaInternational Journal on Digital Libraries10.1007/s00799-014-0132-016:1(25-36)Online publication date: 1-May-2015
https://dl.acm.org/doi/10.1007/s00799-014-0132-0
Łopuszyński MBolikowski Ł(2014)Tagging Scientific Publications Using Wikipedia and Natural Language Processing ToolsTheory and Practice of Digital Libraries - TPDL 2013 Selected Workshops10.1007/978-3-319-14226-5_3(16-27)Online publication date: 6-Jul-2014
https://doi.org/10.1007/978-3-319-14226-5_3
Łopuszyński MBolikowski Ł(2014)Tagging Scientific Publications Using Wikipedia and Natural Language Processing ToolsTheory and Practice of Digital Libraries -- TPDL 2013 Selected Workshops10.1007/978-3-319-08425-1_3(16-27)Online publication date: 6-Jul-2014
https://doi.org/10.1007/978-3-319-08425-1_3
Kamps JKarlgren JMika PMurdock V(2012)Report on the fifth workshop on exploiting semantic annotations in information retrieval (ESAIR'12)ACM SIGIR Forum10.1145/2492189.249219647:1(38-45)Online publication date: 7-Jun-2012
https://dl.acm.org/doi/10.1145/2492189.2492196
Kamps JKarlgren JMika PMurdock VChen XLebanon GWang HZaki M(2012)Fifth workshop on exploiting semantic annotations in information retrievalProceedings of the 21st ACM international conference on Information and knowledge management10.1145/2396761.2398761(2772-2773)Online publication date: 29-Oct-2012
https://dl.acm.org/doi/10.1145/2396761.2398761

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WikiLabel: an encyclopedic approach to labeling documents en masse

Enhancing cluster labeling using wikipedia

Automatic keyphrase annotation of scientific documents using Wikipedia and genetic algorithms

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