Clones in Social Networks

It is well known that any bipartite (social) network can be regarded as a formal context $(G,M,I)$. Therefore, such networks give raise to formal concept lattices which can be investigated utilizing the toolset of Formal Concept Analysis (FCA). In particular, the notion of clones in closure systems on $M$, i.e., pairwise interchangeable attributes that leave the closure system unchanged, suggests itself naturally as a candidate to be analyzed in the realm of FCA based social network analysis. In this study, we investigate the notion of clones in social networks. After building up some theoretical background for the clone relation in formal contexts we try to find clones in real word data sets. To this end, we provide an experimental evaluation on nine mostly well known social networks and provide some first insights on the impact of clones. We conclude our work by nourishing the understanding of clones by generalizing those to permutations of higher order.

[1]  Juraj Macko On Open Problem-Semantics of the Clone Items , 2012 .

[2]  Lhouari Nourine,et al.  Uncovering and Reducing Hidden Combinatorics in Guigues-Duquenne Bases , 2005, ICFCA.

[3]  Raoul Medina,et al.  Ecien t algorithms for clone items detection , 2005 .

[4]  Bernhard Ganter,et al.  Formal Concept Analysis: Mathematical Foundations , 1998 .

[5]  Ryan A. Rossi,et al.  The Network Data Repository with Interactive Graph Analytics and Visualization , 2015, AAAI.

[6]  Ivan Rival,et al.  Ordered sets : proceedings of the NATO Advanced Study Institute held at Banff, Canada, August 28 to September 12, 1981 , 1982 .

[7]  Tom Hanika,et al.  Some Experimental Results on Randomly Generating Formal Contexts , 2016, CLA.

[8]  Pablo M. Gleiser,et al.  Community Structure in Jazz , 2003, Adv. Complex Syst..

[9]  D. Lusseau,et al.  The bottlenose dolphin community of Doubtful Sound features a large proportion of long-lasting associations , 2003, Behavioral Ecology and Sociobiology.

[10]  Raoul Medina,et al.  Efficient algorithms for clone items detection , 2005, CLA.

[11]  Tom Hanika,et al.  Individuality in Social Networks , 2017, Formal Concept Analysis of Social Networks.

[12]  Robert R. Faulkner,et al.  Music on Demand: Composers and Careers in the Hollywood Film Industry , 1982 .

[13]  Tore Opsahl,et al.  Clustering in weighted networks , 2009, Soc. Networks.

[14]  John Scott What is social network analysis , 2010 .

[15]  Jure Leskovec,et al.  Signed networks in social media , 2010, CHI.

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

[17]  Lhouari Nourine,et al.  Interactive Association Rules Discovery , 2006, ICFCA.