Social Network Analysis and Mining : Link Prediction

The rapid generation and uncontrollable accumulation of the social network data has raised a real issue now, because the data are vast, noisy, distributed, unstructured and dynamic. Since this data can be mined by using web mining techniques, social network analysis and link prediction algorithms, in this article we try to understand the social structure and issues surrounding mining social network data. We will also be looking at the link prediction problems in dynamic social networks and the important techniques that can be applied as an attempt for a resolution.

[1]  Heikki Mannila,et al.  Principles of Data Mining , 2001, Undergraduate Topics in Computer Science.

[2]  Wei Shuan.  Link Prediction in Social Network Using Data Mining Method , 2015 .

[3]  David Liben-Nowell,et al.  The link-prediction problem for social networks , 2007 .

[4]  Ines Gloeckner.  Mining The Web Discovering Knowledge From Hypertext Data , 2016 .

[5]  Subhash C. Kak,et al.  A Survey of Prediction Using Social Media , 2012, ArXiv.

[6]  Dario Garcia-Gasulla,et al.  Link Prediction in Very Large Directed Graphs: Exploiting Hierarchical Properties in Parallel , 2014, KNOW@LOD.

[7]  Pier Luca Lanzi,et al.  Recent Developments in Web Usage Mining Research , 2003, DaWaK.

[8]  Peng Wang,et al.  Link prediction in social networks: the state-of-the-art , 2014, Science China Information Sciences.

[9]  Sahil Gupta,et al.  Comparison Analysis of Link Prediction Algorithms in Social Network , 2015 .

[10]  G Nandi,et al.  A Survey on Using Data Mining Techniques for Online Social Network Analysis , 2013 .

[11]  G Nandi,et al.  ONLINE SOCIAL NETWORK MINING: CURRENT TRENDS AND RESEARCH ISSUES , 2014 .

[12]  Naveen Gupta,et al.  A Novel Strategy for Link Prediction in Social Networks , 2014, CoNEXT Student Workshop '14.

[13]  Rami Puzis,et al.  Link Prediction in Social Networks Using Computationally Efficient Topological Features , 2011, 2011 IEEE Third Int'l Conference on Privacy, Security, Risk and Trust and 2011 IEEE Third Int'l Conference on Social Computing.

[14]  I-Hsien Ting,et al.  Web mining techniques for on-line social networks analysis , 2008, 2008 International Conference on Service Systems and Service Management.