VISUALIZATION AND CENTRALITY MEASUREMENT OF SOCIAL NETWORK ANALYSIS

Authors

  • Sarina Sulaiman UTM Big Data Centre, Ibnu Sina Institute for Scientific and Industrial Research, Faculty of Computing, Universiti Teknologi Malaysia, 81310 UTM Johor Bahru, Johor, Malaysia
  • Nor Amalina Abdul Rahim UTM Big Data Centre, Ibnu Sina Institute for Scientific and Industrial Research, Faculty of Computing, Universiti Teknologi Malaysia, 81310 UTM Johor Bahru, Johor, Malaysia
  • Siti Zaiton Mohd Hashim UTM Big Data Centre, Ibnu Sina Institute for Scientific and Industrial Research, Faculty of Computing, Universiti Teknologi Malaysia, 81310 UTM Johor Bahru, Johor, Malaysia
  • Nor Bahiah Ahmad UTM Big Data Centre, Ibnu Sina Institute for Scientific and Industrial Research, Faculty of Computing, Universiti Teknologi Malaysia, 81310 UTM Johor Bahru, Johor, Malaysia

DOI:

https://doi.org/10.11113/jt.v78.9543

Keywords:

Social network, social network analysis, network visualisation, centrality measurement

Abstract

Social networks have increased in popularity and play an important role in people's life nowadays. Hundreds of millions of people participate in social networks and the number is growing day by day. Social networks have become a useful tool and help people in every field of life such as in education, politics and business. Social networks give people the idea of knowing and interacting with each other, experiencing the power of sharing and being connected with people from different places and countries. The purpose of this study is to analyse the behaviour of actors in a network, the graph and the relationship between actors in social networks. The researcher expects to use the technique of Social Network Analysis with Organisation Risk Analyser (ORA) tool to analyse the data. Three different types of dataset are analysed in the form of network visualisation and centrality measurement. The results reveal the hidden relationships and clusters in the network, and indicate which nodes provide better performance for each centrality measure.

References

Ehrlich. K, Carboni. I. 2005. Inside Social Network Analysis. IBM Technical Report 05-10.

Sun. W, Qiu. H. 2008. A Social Network Analysis On Blogospheres. 2008 International Conference on Management Science and Engineering 15th Annual Conference Proceedings. 1769-1773. doi:10.1109/ ICMSE.2008.4669144

Slaninova. K, Martinovic. J, Drazdilova. P, Obadi. G, Snasel. V. 2010. Analysis of Social Networks Extracted from Log Files, in Handbook of Social Network Technologies and Application (B. Furht, Ed.). Boston, MA: Springer US. 115-146.

Brandes. U, Wagner. D. 2003. visone - Analysis and Visualization of Social Networks, in Graph Drawing Software (M. Junger, P. Mutzel, Eds.). Springer-Verlag. 321-340.

Landherr. A, Friedl. B, Heidemann. J. 2010. A critical review of centrality measures in social networks, in Business & Information System Engineering 2. 6: 371-385.

Wu. H. J, Ting. I. H, Wang. K. Y. 2009. Combining Social Network Analysis and Web Mining Techniques to Discover Interest Groups in the Blogspace. 2009 Fourth International Conference on Innovative Computing, Information and Control (ICICIC).

Mansur. A. B. F, Yusof. N, Othman. M. S. 2010. Analysis of Social Learning Network for Wiki in Moodle E-Learning. 1:4. MeIntyre, D. 2002. Color Blindness. Dalton Publishing.

Sathik. M, Rasheed. A. A. 2011. Social Network Analysis in an Online Blogosphere. 117-121.

Akhtar. N, Javed. H, Sengar. G. 2013. Analysis of Facebook Social Network. 2013 5th International Conference on

Computational Intelligence and Communication Networks. 451-454.

Raca. V, Cico. B. 2013. Raca. 2nd Mediterranean Conference on Embedded Computing, MECO 2013, Budva, Montenegro.

Bertini. E. 2008. Social Networks Visualization: A Brief Survey.

Freeman. L. C. 2000. Visualizing Social Network. Journal of Social Structure. (1). http://www.cmu.edu/joss/content/articles/volume1/Freeman.html (Last accessed: Oct 2013).

Viegas. F. B, Donath. J. 2004. Social Network Visualization: Can We Go Beyond the Graph? in Workshop on Social Networks (CSCW’04), Chicago. 6-10.

Freeman. L. C. 1978/79. Centrality in Social Networks Conceptual Clarification, in Social Networks, 1. 215-239.

Dekker. A. H. 2008. Centrality in Social Networks: Theoretical and Simulation Approaches. Proceeding of SimTecT. Melbourne, Australia. 33-38.

Coulon. F. 2005. The use of Social Network Analysis in Innovation Research: A literature review. 1-28.

Lee. V. 2012. How Firm Can Strategically Influence Open Source Communities. 111-126.

JIEDDO. 2011. Social Network Analysis (SNA) Tool Comparison. Working Paper. Retrieved from https://publicintelligence.net/jieddo-social-network-analysis/

Rusinowska. A, Berghammer. R, Swart. H. D, Grabisch. M. 2011. Social Networks: Prestige, Centrality, and Influence. Springer-Verlag Berlin Heidelberg. 22-39.

Sulaiman. S, Shamsuddin. S. M, Abraham. A. 2012. Implementation of Social Network Analysis for Web Cache Content Mining Visualization, in Computational Social Networks: Mining and Visualization (A. Abraham, Ed.). London: Springer London. 345-376.

Al Halaseh. R. 2014. Studying Learning Networks within Moodle: A Social Network Analysis Approach.

Social Network Analysis: Theory and Application. http://train.ed.psu.edu/WFED-543/SocNet_TheoryApp.pdf (Last accessed: Sept 2013).

Abbasi. A, Hossain. L, Leydesdorff. L. 2011. Betweenness Centrality As A Driver Of Prefential Attachment In The Evolution Of Research Collaboration Networks*. Journal of Informetrics. In press.

Izquierdo. L. R, Hanneman. R. A. 2006. Introduction to the Formal Analysis Social Networks Using Mathematica.

http://casos.cs.cmu.edu/index.php

Qiuju. Y, Qingqing. C. 2012. A Social Network Analysis Platform for Organizational Risk Analysis – ORA. 2012 International Conference on Intelligent System Design and Engineering Application. 760-763. DOI 10.1109/ISdea.2012.546.

CASOS. http://www.casos.cs.cmu.edu/tools/data2.php (Last accessed: June 2013).

Lada. A. A, Glance. Y. 2005. The Political Blogosphere And The 2004 US Election. Proceedings of the WWW-2005 Workshop on the Weblogging Ecosystem.

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Published

2016-08-04

How to Cite

VISUALIZATION AND CENTRALITY MEASUREMENT OF SOCIAL NETWORK ANALYSIS. (2016). Jurnal Teknologi, 78(8-2). https://doi.org/10.11113/jt.v78.9543