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Navigation Leads Selection Considering Navigational Value of Keywords

Published: 18 May 2015 Publication History

Abstract

Searching a vast information space such as the Web presents a challenging task and even more so, if the domain is unknown and the character of the task is thus exploratory in its nature. We have proposed a method of exploratory navigation based on navigation leads, i.e. terms that help users to filter the information space of a digital library. In this paper, we focus on the selection of the leads considering their navigational value. We employ clustering based on topic modeling using LDA (Latent Dirichlet Allocation). We present results of a preliminary evaluation on the Annota dataset containing more than 50,000 research papers.

References

[1]
Blei, D.M., Ng, A.Y., Jordan, M.I. 2003. Latent Dirichlet Allocation. J. of Machine Learn. Research. 3, 4--5, 993--1022.
[2]
Ginns, P. 2006. Integrating information: A meta-analysis of the spatial contiguity and temporal contiguity effects. Learning and Instruction. 16, 6, 511--525.
[3]
Helic, D., Trattner, C., Strohmaier, M., Andrews, K. 2011. Are tag clouds useful for navigation? A network-theoretic analysis. Int. J. of Social Computing and Cyber-Physical Systems. 1, 33--55.
[4]
Holub, M., Moro, R., Sevcech, J., Liptak, M., Bielikova, M. 2014. Annota: Towards enriching scientific publications with semantics and user annotations. D-Lib Magazine. 20, 11/12.
[5]
Marchionini, G. 2006. Exploratory search: From finding to understanding. Communications of the ACM. 49, 41--46.
[6]
Návrat, P. 2012. Cognitive traveling in digital space: From keyword search through exploratory information seeking. Central European J. of Computer Science, 2, 3, 170--182.
[7]
Pandit, S. and Olston, C. 2007. Navigation-aided retrieval. In WWW '07: Proc. of the 16th Int. Conf. on World Wide Web. ACM Press, 391--400.

Cited By

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  • (2021)Which HCI Lab in South Korea Fits Best for Me? : Designing an HCI Lab Browsing System to Support Prospective Students’ Decision-Making ProcessExtended Abstracts of the 2021 CHI Conference on Human Factors in Computing Systems10.1145/3411763.3451628(1-6)Online publication date: 8-May-2021
  • (2020)Navigation leads for exploratory search and navigation in digital librariesKnowledge and Information Systems10.1007/s10115-019-01434-262:7(2739-2764)Online publication date: 31-Jan-2020
  • (2016)Identification of Navigation Lead Candidates Using Citation and Co-Citation AnalysisProceedings of the 42nd International Conference on SOFSEM 2016: Theory and Practice of Computer Science - Volume 958710.1007/978-3-662-49192-8_45(556-568)Online publication date: 23-Jan-2016

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Published In

cover image ACM Other conferences
WWW '15 Companion: Proceedings of the 24th International Conference on World Wide Web
May 2015
1602 pages
ISBN:9781450334730
DOI:10.1145/2740908
Permission to make digital or hard copies of part or all 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 third-party components of this work must be honored. For all other uses, contact the Owner/Author.

Sponsors

  • IW3C2: International World Wide Web Conference Committee

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 18 May 2015

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Author Tags

  1. digital libraries
  2. navigation
  3. navigational value
  4. topic modeling

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  • Other

Funding Sources

  • Research and Development Operational Programme co-funded by the European Regional Development Fund
  • Cultural and Educational Grant Agency of the Slovak Republic
  • Scientific Grant Agency of the Slovak Republic

Conference

WWW '15
Sponsor:
  • IW3C2

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Overall Acceptance Rate 1,899 of 8,196 submissions, 23%

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Cited By

View all
  • (2021)Which HCI Lab in South Korea Fits Best for Me? : Designing an HCI Lab Browsing System to Support Prospective Students’ Decision-Making ProcessExtended Abstracts of the 2021 CHI Conference on Human Factors in Computing Systems10.1145/3411763.3451628(1-6)Online publication date: 8-May-2021
  • (2020)Navigation leads for exploratory search and navigation in digital librariesKnowledge and Information Systems10.1007/s10115-019-01434-262:7(2739-2764)Online publication date: 31-Jan-2020
  • (2016)Identification of Navigation Lead Candidates Using Citation and Co-Citation AnalysisProceedings of the 42nd International Conference on SOFSEM 2016: Theory and Practice of Computer Science - Volume 958710.1007/978-3-662-49192-8_45(556-568)Online publication date: 23-Jan-2016

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