Computer Engineering & Science >
A Feature Analysis of the Opinion Leader in OnLine Communities
Received date: 2010-01-20
Revised date: 2010-04-20
Online published: 2011-01-25
We use a method of social network analysis to indentify opinion leaders in social networks. First of all we analyze the characteristics of the social networks of online communities, consider the difference between BBS, blogosphere and Q&A network, and propose that undirected weighted network models will enhance the identification accuracy of opinion leaders. Then, we analyze the features of social networks. We validate that BBS is smallworld and scalefree, and we make a quantitative analysis of the social background of opinion leaders. We also propose a PageRank algorithm based on undirected weighted networks, and test several algorithms proposed before our experiment. We use four years’ data from a BBS, and test these algorithms. Finally, we make a profound analysis and find the relationship between opinion leaders and boards, and the result shows that we can find a majority of opinion leaders from covering few boards.
XIAO Yu,XU Wei,XIA Lin . A Feature Analysis of the Opinion Leader in OnLine Communities[J]. Computer Engineering & Science, 2011 , 33(1) : 150 -156 . DOI: 10.3969/j.issn.1007130X.2011.
[1]Rice R E. Issues and Concepts in Research on ComputerMediated Communication System[M].Newbury Park, CA:Communication Yearbook, 1989.
[2]Albert R,Barabasi A L. Statistical Mechanics of Complex Networks[J]. Rev Mod Phys, 2002,74:4797.
[3]Dorogovtsev S N,Mendes J F F. Evloution of Networks[J]. Adv Phys, 2002, 51:10791187.
[4]Matsumura N,Ohsawa Y. Ming and Characterizing Opinion Leaders from Threaded Online Discussions[C]∥Proc of KES’02,2002:12671270.
[5]宫辉, 徐渝. 高校BBS社群结构与信息传播的影响因素[J].西安交通大学学报, 2007, 27(1):9396.
[6]Goh K I,Eom Yh,Jeong H,et al.Structure and Evolution of Online Social Relationship:Heterogeneity in Unrestricted Discussions[J]. Physical Review E,2006,73(6):123130.
[7]Zhongbao K,Changshui Z. Repay Networks on a Bulletion Board System[J]. Physical Review,2003,67(2):16.
[8]Zhang J,Ackerman M, Adamic L. Expertise Networks in Online Communities:Structure and Algorithms[C]∥Proc of the 16th Int’l Conf on Worldwide Web,2007:221230.
[9]Zhai Zhongwu,Xu Hua. Identifying Opinion Leaders in BBS[C]∥Proc of Web Intelligence and Intelligent Agent Technology,2008:398401.
[10]Barrat A,Barthelemy M, Vespingani A.Weighted Evolving Networks:Coupling Topology and Weight Dynamics[J]. Physical Review Letters, 2004,92(22):14.
[11]Watts D J, Strogalz S H. Collective Dynamics of SmallWorld Networks[J].Nature,1998,393:440442.
[12]Zhou Hengmin,Zeng Daniel. Finding Leaders from Opinion Networks[C]∥Proc of the IEEE Int’l Conf on Digital Object Identifier,2009:266268.
/
| 〈 |
|
〉 |