A Microblogging Opinion Leader Recognition Algorithm Based on MapReduce

Li Li Dong; Yu Jie Zhu; Xiang Zhang

doi:10.4028/www.scientific.net/AMM.571-572.410

Paper Titles

Multi-Level Complex Network Control System Based on Cloud Services Platform
p.389

Petri Net-Based Modeling and Verification of Automatic Train Speed Control System
p.395

The Study of Network Information System Security Strategy Based on Trusted Cloud Computing
p.400

A Modeling Approach Based on Weighted LDA for Quality of Experience Measurement in Mobile Network Scenarios
p.404

A Microblogging Opinion Leader Recognition Algorithm Based on MapReduce
p.410

Access Control Management of Cloud Storage System Based on NSSC in Mobile Network
p.416

An Algorithm Based on Optimal Routing Function in Mobile Ad Hoc Networks
p.424

An IEEE 802.11n Based Multi-Channel MAC Protocol for Underground Metal Mine Wireless Network
p.428

An Improved Method for Maintenance Scheme of an Inter-Zone Route
p.433

HomeApplied Mechanics and MaterialsApplied Mechanics and Materials Vols. 571-572A Microblogging Opinion Leader Recognition...

A Microblogging Opinion Leader Recognition Algorithm Based on MapReduce

Abstract:

Related researches on the influence of microblogging users are only given users’ influence ranking, while cannot determine the problem that which user plays a guiding role in the dissemination of information in the microblogging network. This paper proposed a microblogging opinion leader recognition algorithm called LeadersRank based on personalized PageRank algorithm. On the basis of LeadersRank algorithm research, since the problem of that current microblogging information has been massive data, using the idea of MapReduce programming model to improve the LeadersRank algorithm, so that designed a LeadersRank distributed parallel algorithm based on MapReduce algorithm running in the cloud platform hadoop environment. Finally, experiments verified the effectiveness of the two methods, and made analysis of experimental results.

You might also be interested in these eBooks

View Preview

Info:

Periodical:

Applied Mechanics and Materials (Volumes 571-572)

Pages:

410-415

DOI:

https://doi.org/10.4028/www.scientific.net/AMM.571-572.410

Citation:

Cite this paper

Online since:

June 2014

Authors:

Li Li Dong, Yu Jie Zhu, Xiang Zhang

Keywords:

LeadersRank, MapReduce, Microblogging, Opinion Leader

Export:

RIS, BibTeX

Price:

Permissions CCC:

Request Permissions

Permissions PLS:

Request Permissions

Сopyright:

Citation:

References

[1] Fan Xinghua, Zhao Jing, Fang Binxing, Li Yuxiao. Influence Diffusion Probability Model and Utilizing It to Identify Network Opinion Leader. Chinese Journal of Computers [J]. 2013, 36(2): 360-367.

DOI: 10.3724/sp.j.1016.2013.00360

Google Scholar

[2] Liu Zhiming, Liu Lu. Recognition and Analysis of Opinion Leaders in Microblog Public Opinions. System Engineering [J]. 2011, 29(6): 8-16.

Google Scholar

[3] Lazarsfield P, et al. The people's choice[M]. New York: Columbia University Press, (1948).

Google Scholar

[4] Weng J, et al. Twitterank: finding topic-sensitive influential twitterres [C] /Proceeding of the Third ACM International Conference on Web Search and Data Mining, 2010: 261～270.

DOI: 10.1145/1718487.1718520

Google Scholar

[5] Meeyoung C C, et al. Measuring user influence in Twitter: The million follower fallacy [C] /Proceedings of International Conference on Weblogs and Social Media, (2010).

Google Scholar

[6] Wen Kunmei, Xu Shuai, Li Ruixuan, Gu xiwu, Li Yuhua. Survey of Microblog and Chinese Microblog Information Processing[J]. Journal of Chinese Information Processing, 2012. 6.

Google Scholar

[7] P. Boldi, M. Santini, M. Vigna, PageRank: functional dependencies, ACMTrans-actions on Information Systems 27 (2009) 1–23. Article 19.

DOI: 10.1145/1629096.1629097

Google Scholar

[8] MELNIK S，GARCIA-MOLINA H，RAHM E．Similarity flooding: aversatile graph matching algorithm and its application to schema matc-hing [C] /Proc of the 18th International Conference on Data Engi-neering. 2002: 117-128.

DOI: 10.1109/icde.2002.994702

Google Scholar