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A link-based similarity measure for scientific literature

Published: 26 April 2010 Publication History

Abstract

In this paper, we propose a new approach to measure similarities among academic papers based on their references. Our similarity measure uses both in-link and out-link by transforming in-link and out-link into undirected links.

References

[1]
M. Kessler, "Bibliographic Coupling Between Scientific Papers," Journal of the American Documentation, Vol. 14, No. 1, pp. 10--25, 1963.
[2]
H. Small, "Co-citation in the Scientific Literature: A New Measure of the Relationship between Two Documents," Journal of the American Society for Information Science, Vol. 24, No. 4, pp. 265--269, 1973.
[3]
R. Amsler, "Application of citation-based automatic classification. Technical report," The University of Texas at Austin Linguistics Research Center, 1972.
[4]
G. Jeh and J. Widom, "SimRank: A Measure of Structural-Context Similarity," In Proc. Int'l. Conf. on Special Interest Group on Knowledge Discovery and Data, pp. 538--543, 2002.
[5]
P. Zhao, J. Han, and Y. Sun, "P-Rank: a Comprehensive Structural Similarity Measure over Information Networks," In Proc. Int'l. Conf. on Information and Knowledge Management, pp. 553--562, 2009.
[6]
J. Han and M. Kamber, Data Mining: Concepts and Techniques(2nd Edition), Morgan Kaufmann, 2006.

Cited By

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  • (2024)Improved Hybrid Similarity for Clustering of Text Documents Using GAEmergent Converging Technologies and Biomedical Systems10.1007/978-981-99-8646-0_41(523-536)Online publication date: 25-Feb-2024
  • (2018)Can I have more of these please?The Electronic Library10.1108/EL-04-2017-007736:3(568-587)Online publication date: 4-Jun-2018
  • (2017)Dynamic Weight-Based Individual Similarity Calculation for Information Searching in Social ComputingIEEE Systems Journal10.1109/JSYST.2015.244380611:1(333-344)Online publication date: Mar-2017
  • Show More Cited By

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  1. A link-based similarity measure for scientific literature

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    Published In

    cover image ACM Other conferences
    WWW '10: Proceedings of the 19th international conference on World wide web
    April 2010
    1407 pages
    ISBN:9781605587998
    DOI:10.1145/1772690

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 26 April 2010

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    Author Tags

    1. link-based similarity measure
    2. scientific literature

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    WWW '10
    WWW '10: The 19th International World Wide Web Conference
    April 26 - 30, 2010
    North Carolina, Raleigh, USA

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

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    Cited By

    View all
    • (2024)Improved Hybrid Similarity for Clustering of Text Documents Using GAEmergent Converging Technologies and Biomedical Systems10.1007/978-981-99-8646-0_41(523-536)Online publication date: 25-Feb-2024
    • (2018)Can I have more of these please?The Electronic Library10.1108/EL-04-2017-007736:3(568-587)Online publication date: 4-Jun-2018
    • (2017)Dynamic Weight-Based Individual Similarity Calculation for Information Searching in Social ComputingIEEE Systems Journal10.1109/JSYST.2015.244380611:1(333-344)Online publication date: Mar-2017
    • (2017)Combining Co-citation and Metadata for Recommending More Related Papers2017 International Conference on Frontiers of Information Technology (FIT)10.1109/FIT.2017.00046(218-222)Online publication date: Dec-2017
    • (2016)Citation-Based Extraction of Core Contents from Biomedical ArticlesTrends in Applied Knowledge-Based Systems and Data Science10.1007/978-3-319-42007-3_19(217-228)Online publication date: 14-Jul-2016
    • (2015)Retrieval of Highly Related Biomedical References by Key Passages of CitationsProceedings of the 28th International Conference on Current Approaches in Applied Artificial Intelligence - Volume 910110.1007/978-3-319-19066-2_27(275-284)Online publication date: 10-Jun-2015
    • (2014)On Constructing Seminal Paper GenealogyIEEE Transactions on Cybernetics10.1109/TCYB.2013.224656544:1(54-65)Online publication date: Jan-2014
    • (2014)Identifying composite crosscutting concerns through semi-supervised learningSoftware—Practice & Experience10.1002/spe.223444:12(1525-1545)Online publication date: 1-Dec-2014
    • (2012)Efficient computations of link-based similarity measures on the GPU2012 3rd IEEE International Conference on Network Infrastructure and Digital Content10.1109/ICNIDC.2012.6418756(261-265)Online publication date: Sep-2012
    • (2011)Constructing seminal paper genealogyProceedings of the 20th ACM international conference on Information and knowledge management10.1145/2063576.2063900(2101-2104)Online publication date: 24-Oct-2011
    • Show More Cited By

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