Abstract
This paper addresses the issue of expert finding in a social network. The task of expert finding, as one of the most important research issues in social networks, is aimed at identifying persons with relevant expertise or experience for a given topic. In this paper, we propose a propagation-based approach that takes into consideration of both person local information and network information (e.g. relationships between persons). Experimental results show that our approach can outperform the baseline approach.
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References
Balog, K., Azzopardi, L., de Rijke, M.: Formal Models for Expert Finding in Enterprise Corpora. In: Proc. of SIGIR ’06, pp. 43–55 (2006)
Buckley, C., Voorhees, E.M.: Retrieval Evaluation with Incomplete Information. In: Proc. of SIGIR ’04, pp. 25–32 (2004)
Campbell, C.S., Maglio, P.P., Cozzi, A., Dom, B.: Expertise Identification Using Email Communications. In: Proc. of CIKM’03, pp. 528–531 (2003)
Craswell, N., de Vries, A., Soboroff, I.: Overview of the Trec-2005 Enterprise Track. In: TREC 2005 Conference Notebook, pp. 199–205 (2005)
Felzenszwalb, P.F., Huttenlocher, D.P.: Efficient Belief Propagation for Early Vision. International Journal of Computer Vision 70(1) (2006)
Kleinberg, J.M.: Authoritative Sources in a Hyperlinked Environment. In: Proc. of the 9th SODA, pp. 668–677 (1998)
Page, L., Brin, S., Motwani, R., Winograd, T.: The PageRank Citation Ranking: Bringing Order to the Web. Stanford Digital Library working paper SIDL-WP-1999-0120 (Nov. 1999)
Richardson, M., Domingos, P.: The Intelligent Surfer: Probabilistic Combination of Link and Content Information in PageRank. In: Proc. of NIPS’01, pp. 1441–1448 (2001)
Tang, J., Hong, M., Zhang, J., Liang, B., Li, J.: A New Approach to Personal Network Search based on Information Extraction. Demo paper. In: Proc. of ASWC (2006)
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Zhang, J., Tang, J., Li, J. (2007). Expert Finding in a Social Network. In: Kotagiri, R., Krishna, P.R., Mohania, M., Nantajeewarawat, E. (eds) Advances in Databases: Concepts, Systems and Applications. DASFAA 2007. Lecture Notes in Computer Science, vol 4443. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-71703-4_106
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DOI: https://doi.org/10.1007/978-3-540-71703-4_106
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-71702-7
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