Skip to main content

Improved Publication Scores for Online Digital Libraries Via Research Pyramids

  • Conference paper
Research and Advanced Technology for Digital Libraries (ECDL 2007)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 4675))

Included in the following conference series:

Abstract

Ranking publications of Online Digital Libraries (ODLs) is useful for (i) providing comparative assessment of publications and (ii) listing relevant ODL search results first in search outputs, enabling users to aggregate pertinent results quickly and easily. Studies show that effective citation-based scoring functions, namely, PageRank, HITS and Citation Count, are highly skewed, and have accuracy problems, possibly due to topic diffusion. In this paper, based on the notion of research pyramids, we propose an a priori technique to assign more effective publication scores. Using the ACM SIGMOD Anthology ODL as a testbed, we show that our approach provides more accurate and less skewed publication scores.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. ACM Digital Library, http://portal.acm.org/dl.cfm

  2. IEEE XPlore, http://ieeexplore.ieee.org

  3. ScienceDirect, www.sciencedirect.info

  4. Nattakarn, et al.: Evaluating utility of different ranking functions in context-based environment. In: DBRank Workshop, Istanbul, Turkey (April 2007), http://vorlon.case.edu/7Enxr27/Publications/DBRank07.pdf

  5. Chakrabarti, S.: Mining the Web. Morgan-Kauffman, Seattle (2003)

    Google Scholar 

  6. Redner, S.: Citation statistics from more than a century of physical review. physics 0407137 (2004)

    Google Scholar 

  7. Wasserman, S., Faust, K.: Social Network Analysis. Cambridge U. Press, Cambridge (1994)

    Google Scholar 

  8. Brin, S., Page, L.: The anatomy of a large-scale hypertextual web search engine. Computer Networks and ISDN Systems (1998)

    Google Scholar 

  9. Kleinberg, J.: Authoritative sources in hyperlinked environments. In: The 9th ACM-SIAM Symposium on Discrete Mathematics (SODA) Conference (1998)

    Google Scholar 

  10. Al-Hamdani, A.: Querying web resources with metadata in a database. PhD thesis, EECS Dept., CWRU (2003)

    Google Scholar 

  11. CiteSeer Scientific Digital Literature Library, http://citeseer.ist.psu.edu

  12. Aya, S., Lagoze, C., Joachims, T.: Citation Classification and its Applications. In: International Conference on Knowledge Management (2005)

    Google Scholar 

  13. Jeh, G., Widom, J.: SimRank: A measure of structural-context similarity. In: ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (2002)

    Google Scholar 

  14. PubMed, http://www.ncbi.nlm.nih.gov/entrez/query.fcgi

  15. Google Scholar, http://scholar.google.com/scholar

  16. Bani-Ahmad, S., Cakmak, A., Ozsoyoglu, G., Al-Hamdani, A.: Evaluating Publication Similarity Measures. IEEE Data Eng. Bull. 28(4), 21–28 (2005)

    Google Scholar 

  17. Li, X., Chen, G.: A local-world evolving network model. Physica A 328, 274–286 (2003)

    Article  MATH  MathSciNet  Google Scholar 

  18. Haveliwala, T.H.: Topic-sensitive PageRank. In: WWW Conference, Hawaii (2002)

    Google Scholar 

  19. Ahmed, T., Johnson, B., Oppenheim, C., Peck, C.: Highly cited old papers and the reasons why they continue to be cited Part II. The 1953 Watson and Crick article on the structure of DNA, Scientometrics 61, 147–156 (2004)

    Google Scholar 

  20. Case, D.O., Higgins, D.M.: How can we investigate citation behavior? A study of reasons for citing literature in communication. Jour. Of American Society of Information Science 51(7), 635–645 (2000)

    Article  Google Scholar 

  21. Pan, F.: Comparative Evaluation of Publication Characteristics in Computer Science and Life Sciences. MS Thesis, EECS, Case Western Reserve University (2006)

    Google Scholar 

  22. Nattakarn, R., Ozsoyoglu, G.: Finding Related Papers in Literature Digital Libraries (submitted for publication), http://vorlon.case.edu/~nxr27/CRelatedPapers/ContextRelatedPapers.pdf

  23. Bani-Ahmad, S., et al.: Evaluating Score and Publication Similarity Functions in Digital Libraries. In: International Conference of Asian Digital Libraries (2005)

    Google Scholar 

  24. Kohlschutter, C., Chirita, P., Nejdl, W.: Using Link Analysis to identify aspects in faceted web search. In: SIGIR workshop on Faceted Search (2006)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

László Kovács Norbert Fuhr Carlo Meghini

Rights and permissions

Reprints and permissions

Copyright information

© 2007 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Bani-Ahmad, S., Ozsoyoglu, G. (2007). Improved Publication Scores for Online Digital Libraries Via Research Pyramids. In: Kovács, L., Fuhr, N., Meghini, C. (eds) Research and Advanced Technology for Digital Libraries. ECDL 2007. Lecture Notes in Computer Science, vol 4675. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-74851-9_5

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-74851-9_5

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-74850-2

  • Online ISBN: 978-3-540-74851-9

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics