Abstract
This paper presents a social approach for identifying key actors in microblogging social network. In particular, we propose three specific link analysis algorithms called InfRank, LeadRank and DiscussRank that identify influencers, leaders and discussers, respectively. Conducted experiments on TREC 2011 Microblog dataset, show that the proposed algorithms outperform close microblogger ranking approaches.
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References
Nagmoti, R., Teredesai, A., Cock, M.D.: Ranking approaches for microblog search. In: Web Intelligence 2010, pp. 153–157 (2010)
Kwak, H., Lee, C., Park, H., Moon, S.: What is twitter, a social network or a news media? In: WWW 2010, pp. 591–600 (2010)
Pal, A., Counts, S.: Identifying topical authorities in microblogs. In: WSDM 2011, pp. 45–54 (2011)
Cha, M., Haddadi, H., Benevenuto, F., Gummadi, P.K.: Measuring user influence in twitter: The million follower fallacy. In: ICWSM 2010 (2010)
Weng, J., Lim, E.-P., Jiang, J., He, Q.: Twitterrank: finding topic-sensitive influential twitterers. In: WSDM 2010, pp. 261–270 (2010)
Goyal, A., Bonchi, F., Lakshmanan, L.V.: Discovering leaders from community actions. In: CIKM 2008, pp. 499–508 (2008)
Nakajima, S., Tatemura, J., Hara, Y., Tanaka, K., Uemura, S.: Identifying Agitators as Important Blogger Based on Analyzing Blog Threads. In: Zhou, X., Li, J., Shen, H.T., Kitsuregawa, M., Zhang, Y. (eds.) APWeb 2006. LNCS, vol. 3841, pp. 285–296. Springer, Heidelberg (2006)
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Ben Jabeur, L., Tamine, L., Boughanem, M. (2012). Active Microbloggers: Identifying Influencers, Leaders and Discussers in Microblogging Networks. In: Calderón-Benavides, L., González-Caro, C., Chávez, E., Ziviani, N. (eds) String Processing and Information Retrieval. SPIRE 2012. Lecture Notes in Computer Science, vol 7608. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-34109-0_12
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DOI: https://doi.org/10.1007/978-3-642-34109-0_12
Publisher Name: Springer, Berlin, Heidelberg
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