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Combination Effects of Word-based and Extended Co-citation Search Algorithms

Published:21 June 2015Publication History

ABSTRACT

In the field of academic document search, citations are often used for measuring implicit relationships between documents. Recently, some studies have attempted to extend co-citation searching. However, these studies mainly focus on comparisons of traditional co-citation and extended co-citation search methods; combination effects of word-based and extended co-citation search algorithms have not yet been sufficiently evaluated. This paper empirically evaluates the search performance of the combination search by using a test collection comprising about 152,000 documents and a metric 'precision at k.' The experimental results indicate that the combination search outperforms two baseline methods: a word-based search and a combination search of word-based and traditional co-citation search algorithms.

References

  1. Eto, M. 2013. Evaluations of context-based co-citation searching, Scientometrics 94, 2, 651--673. Google ScholarGoogle ScholarDigital LibraryDigital Library
  2. Eto, M. 2014. Document retrieval method using random walk with restart on weighted co-citation network, In Proceedings of the 77th ASIS&T Annual Meeting.Google ScholarGoogle ScholarCross RefCross Ref
  3. Gipp, B. and Beel, J. 2009. Citation proximity analysis (CPA) - A new approach for identifying related work based on co-citation analysis. In Proceedings of the 12th ISSI Conference. 2, 571--575.Google ScholarGoogle Scholar
  4. Tong, H., Faloutsos, C. and Pan, J. 2008. Random walk with restart: fast solutions and applications. Knowledge and Information Systems, 14, 3, 327--346. Google ScholarGoogle ScholarDigital LibraryDigital Library

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  1. Combination Effects of Word-based and Extended Co-citation Search Algorithms

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    • Published in

      cover image ACM Conferences
      JCDL '15: Proceedings of the 15th ACM/IEEE-CS Joint Conference on Digital Libraries
      June 2015
      324 pages
      ISBN:9781450335942
      DOI:10.1145/2756406
      • General Chairs:
      • Paul Logasa Bogen,
      • Suzie Allard,
      • Holly Mercer,
      • Micah Beck,
      • Program Chairs:
      • Sally Jo Cunningham,
      • Dion Goh,
      • Geneva Henry

      Copyright © 2015 Owner/Author

      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.

      Publisher

      Association for Computing Machinery

      New York, NY, United States

      Publication History

      • Published: 21 June 2015

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      Acceptance Rates

      JCDL '15 Paper Acceptance Rate18of60submissions,30%Overall Acceptance Rate415of1,482submissions,28%

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