Title :
A New Model for Growing Social Networks
Author :
Buscarino, Arturo ; Frasca, Mattia ; Fortuna, Luigi ; Fiore, Angelo Sarra
Author_Institution :
Univ. of Catania, Catania, Italy
Abstract :
In this paper, a new model of real social networks is introduced. The main characteristic of the model is an attachment mechanism based on the existence of network communities, a key feature of real social networks. Using numerical simulations, we show how this model shares with these networks several peculiarities (such as high levels of clustering, low values of the characteristic path length and node betweenness, division into communities and heterogeneous degree distribution), not captured in other network models.
Keywords :
numerical analysis; social networking (online); attachment mechanism; characteristic path length; heterogeneous degree distribution; node betweenness; numerical simulations; real social networks; Communities; Complex networks; Facebook; Social network services; Communities; complex networks; social networks;
Journal_Title :
Systems Journal, IEEE
DOI :
10.1109/JSYST.2012.2192054