Abstract
In this paper we present our work about personalized search in digital libraries. Unlike other researches which use content-based methods, we focus on citation-based methods for this purpose. We propose a practical approach to estimate the co-citation relatedness between scientific papers using the Google search engine. We conducted some experiments to evaluate performance of different citation-based methods. The experimental results show that our approach is promising and applicable for personalized search in digital libraries.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Spink, A., Ozmutlu, S., Ozmutlu, H.C., Jansen, B.J.: U.S. Versus European Web Searching Trends. SIGIR Forum 36(2), 32–38 (2002)
Kelly, D., Teevan, J.: Implicit feedback for inferring user preference: a bibliography. SIGIR Forum 37(2), 18–28 (2003)
Shen, X., Tan, B., Zhai, C.: Implicit user modeling for personalized search. In: CIKM 2005. Proceedings of the 14th ACM international conference on Information and knowledge management, pp. 824–831. ACM Press, New York (2005)
Chen, L., Sycara, K.: Webmate: a personal agent for browsing and searching. In: AGENTS 1998: Proceedings of the second international conference on Autonomous agents, pp. 132–139. ACM Press, New York (1998)
Speretta, M., Gauch, S.: Personalizing search based on user search histories. In: Thirteenth International Conference on Information and Knowledge Management (CIKM) (2004)
Seo, Y.W., Zhang, B.T.: A reinforcement learning agent for personalized information filtering. In: IUI 2000. Proceedings of the 5th international conference on Intelligent user interfaces, pp. 248–251. ACM Press, New York (2000)
Singh, A.: Hierarchical classification of web search results using personalized ontologies. In: Singh, A. (ed.) Proceedings of HCI International 2005, Las Vegas (2005)
Garfield, E.: Can citation indexing be automated? In: Statistical association methods for mechanized documentation: Symposium proceedings (1965)
Kessler, M.M.: Bibliographic coupling between scientific papers. In: American Documentation, pp. 10–25 (1963)
Marshakova, I.: System of document connections based on references. In: Nauchno-Tekhnicheskaya Informatsiya Seriya 2 – Informatsionnye Protsessy i Sistemy, pp. 3–8 (1973)
Small, H.G.: Co-citation in the scientific literature: A new measure of the relationship between two documents. Journal of American Society for Information Science 24(4), 265–269 (1973)
Lai, K.K., Wu, S.J.: Using the patent co-citation approach to establish a new patent classification system. Information Processing and Management 41(2), 313–330 (2005)
Pitkow, J., Pirolli, P.: Life, death, and lawfulness on the electronic frontier. In: CHI 1997. Proceedings of the SIGCHI conference on Human factors in computing systems, pp. 383–390. ACM Press, New York (1997)
Dean, J., Henzinger, M.R.: Finding related pages in the world wide web. In: WWW 1999. Proceeding of the eighth international conference on World Wide Web, pp. 1467–1479. Elsevier, Amsterdam (1999)
Efron, M.: The liberal media and right-wing conspiracies: using cocitation information to estimate political orientation in web documents. In: CIKM 2004. Proceedings of the thirteenth ACM international conference on Information and knowledge management, pp. 390–398. ACM Press, New York (2004)
Couto, T., Cristo, M., Gonalves, M.A., Calado, P., Ziviani, N., de Moura, E.S., Ribeiro-Neto, B.A.: A comparative study of citations and links in document classification. JCDL 2006 (2006)
Jacso, P.: As we may search: Comparison of major features of the web of science, scopus, and google scholar citation-based and citation-enhanced databases. Current Science 89(9), 1537–1547 (2005)
Meho, L.I., Yang, K.: Multi-faceted approach to citation-based quality assessment for knowledge management. In: World Library and Information Congress: 72nd IFLA General Conference and Council (2006)
Isi web service (web site), http://scientific.thomson.com/support/faq/webservices/
Turney, P.D., Littman, M.L.: Unsupervised learning of semantic orientation from a hundred-billion-word corpus. CoRR cs.LG/0212012 (2002)
Vaughan, L., Shaw, D.: Bibliographic and web citations: what is the difference? J. Am. Soc. Inf. Sci. Technol. 54(14), 1313–1322 (2003)
Kousha, K., Thelwall, M.: Motivations for url citations to open access library and information science articles. Scientometrics 68(3), 501–517 (2006)
Prime-Claverie, C., Beigbeder, M., Lafouge, T.: Transposition of the cocitation method with a view to classifying web pages. J. Am. Soc. Inf. Sci. Technol. 55(14), 1282–1289 (2004)
Pehcevski, J., Thom, J.A., Tahaghoghi, S.M.M.: Rmit university at inex 2005: ad hoc track. In: Fuhr, N., Lalmas, M., Malik, S., Kazai, G. (eds.) INEX 2005. LNCS, vol. 3977, Springer, Heidelberg (2006)
Huang, S., Xue, G.R., Zhang, B.Y., Chen, Z., Yu, Y., Ma, W.Y.: Tssp: A reinforcement algorithm to find related papers. In: WI 2004: Proceedings of the Web Intelligence, IEEE/WIC/ACM International Conference, Washington, DC, USA, pp. 117–123. IEEE Computer Society, Los Alamitos (2004)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2007 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Van, TT., Beigbeder, M. (2007). Citation-Based Methods for Personalized Search in Digital Libraries. In: Weske, M., Hacid, MS., Godart, C. (eds) Web Information Systems Engineering – WISE 2007 Workshops. WISE 2007. Lecture Notes in Computer Science, vol 4832. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-77010-7_34
Download citation
DOI: https://doi.org/10.1007/978-3-540-77010-7_34
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-77009-1
Online ISBN: 978-3-540-77010-7
eBook Packages: Computer ScienceComputer Science (R0)