Multi-Layered Social Network Creation Based on Bibliographic Data

A method for extraction of the multi-layered social network based on the data about human collaborative achievements, in particular scientific papers, is presented in the paper. The objects linking people form a hierarchy, which is flattened in the pre-processing stage. Only one level of the hierarchy remains together with new activities moved from its other levels. Separate layers of the multi-layered social network are created based on these pre-processed activities.

[1]  Kôiti Hasida,et al.  POLYPHONET: An advanced social network extraction system from the Web , 2007, J. Web Semant..

[2]  M E J Newman,et al.  Community structure in social and biological networks , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[3]  John Scott Social Network Analysis , 1988 .

[4]  Katarzyna Musial,et al.  Individual Neighbourhood Exploration in Complex Multi-layered Social Network , 2010, 2010 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology.

[5]  G. Caldarelli,et al.  Preferential attachment in the growth of social networks, the Internet encyclopedia wikipedia , 2007 .

[6]  Peter Mika,et al.  Flink: Semantic Web technology for the extraction and analysis of social networks , 2005, J. Web Semant..

[7]  Przemyslaw Kazienko,et al.  The Impact of Customer Churn on Social Value Dynamics , 2009, Int. J. Virtual Communities Soc. Netw..

[8]  Bernardo A. Huberman,et al.  E-Mail as Spectroscopy: Automated Discovery of Community Structure within Organizations , 2005, Inf. Soc..

[9]  Cliff Lampe,et al.  The Benefits of Facebook "Friends: " Social Capital and College Students' Use of Online Social Network Sites , 2007, J. Comput. Mediat. Commun..

[10]  Stanley Wasserman,et al.  Social Network Analysis: Methods and Applications , 1994, Structural analysis in the social sciences.

[11]  Shankara B. Subramanya,et al.  WisColl: Collective wisdom based blog clustering , 2010, Inf. Sci..

[12]  Katarzyna Musial,et al.  A Performance of Centrality Calculation in Social Networks , 2009, 2009 International Conference on Computational Aspects of Social Networks.

[13]  Jiangchuan Liu,et al.  Statistics and Social Network of YouTube Videos , 2008, 2008 16th Interntional Workshop on Quality of Service.

[14]  Bernardo A. Huberman,et al.  Email as spectroscopy: automated discovery of community structure within organizations , 2003 .

[15]  Fang Wu,et al.  Social Networks that Matter: Twitter Under the Microscope , 2008, First Monday.

[16]  Garry Robins,et al.  Inter-organizational hierarchies, social networks, and identities in multi-unit organizations , 2007 .

[17]  Jean-Loup Guillaume,et al.  Fast unfolding of communities in large networks , 2008, 0803.0476.