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Active microbloggers: identifying influencers, leaders and discussers in microblogging networks

Published: 21 October 2012 Publication History

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.

References

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Nagmoti, R., Teredesai, A., Cock, M.D.: Ranking approaches for microblog search. In: Web Intelligence 2010, pp. 153-157 (2010)
[2]
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)
[3]
Pal, A., Counts, S.: Identifying topical authorities in microblogs. In: WSDM 2011, pp. 45-54 (2011)
[4]
Cha, M., Haddadi, H., Benevenuto, F., Gummadi, P.K.: Measuring user influence in twitter: The million follower fallacy. In: ICWSM 2010 (2010)
[5]
Weng, J., Lim, E.-P., Jiang, J., He, Q.: Twitterrank: finding topic-sensitive influential twitterers. In: WSDM 2010, pp. 261-270 (2010)
[6]
Goyal, A., Bonchi, F., Lakshmanan, L.V.: Discovering leaders from community actions. In: CIKM 2008, pp. 499-508 (2008)
[7]
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)

Cited By

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  • (2023)A Centrality for Social Media Users Focusing on Information-Gathering AbilityProceedings of the 34th ACM Conference on Hypertext and Social Media10.1145/3603163.3609047(1-9)Online publication date: 4-Sep-2023
  • (2022)Detecting obstacles to collaboration in an online participatory democracy platformProceedings of the 2nd International Workshop on Equitable Data and Technology10.1145/3524491.3527307(25-33)Online publication date: 19-May-2022
  • (2021)Predicting Influential Users in Online Social Network GroupsACM Transactions on Knowledge Discovery from Data10.1145/344144715:3(1-50)Online publication date: 21-Apr-2021
  • Show More Cited By

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Information & Contributors

Information

Published In

cover image Guide Proceedings
SPIRE'12: Proceedings of the 19th international conference on String Processing and Information Retrieval
October 2012
410 pages
ISBN:9783642341083
  • Editors:
  • Liliana Calderón-Benavides,
  • Cristina González-Caro,
  • Edgar Chávez,
  • Nivio Ziviani

Sponsors

  • Electro Software: Electro Software
  • Yahoo! Research
  • Google Inc.
  • Information Technology Research Group: Information Technology Research Group
  • Universidad Autónoma de Bucaramanga: Universidad Autónoma de Bucaramanga

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Springer-Verlag

Berlin, Heidelberg

Publication History

Published: 21 October 2012

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Cited By

View all
  • (2023)A Centrality for Social Media Users Focusing on Information-Gathering AbilityProceedings of the 34th ACM Conference on Hypertext and Social Media10.1145/3603163.3609047(1-9)Online publication date: 4-Sep-2023
  • (2022)Detecting obstacles to collaboration in an online participatory democracy platformProceedings of the 2nd International Workshop on Equitable Data and Technology10.1145/3524491.3527307(25-33)Online publication date: 19-May-2022
  • (2021)Predicting Influential Users in Online Social Network GroupsACM Transactions on Knowledge Discovery from Data10.1145/344144715:3(1-50)Online publication date: 21-Apr-2021
  • (2018)Analysis of Online Social Network Connections for Identification of Influential UsersACM Computing Surveys10.1145/315589751:1(1-37)Online publication date: 31-Jan-2018
  • (2018)In the Search of Quality Influence on a Small Scale – Micro-influencers DiscoveryOn the Move to Meaningful Internet Systems. OTM 2018 Conferences10.1007/978-3-030-02671-4_8(138-153)Online publication date: 22-Oct-2018
  • (2017)Understanding the relationship strengths in users' activities, review helpfulness and influenceComputers in Human Behavior10.1016/j.chb.2017.03.06575:C(117-129)Online publication date: 1-Oct-2017

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