@techreport{eprints2667, title = {Homophily and Triadic Closure in Evolving Social Networks}, year = {2015}, month = {May}, institution = {IMT Institute for Advanced Studies Lucca}, type = {EIC working paper series}, publisher = {IMT Institute for Advanced Studies Lucca}, note = {This working paper is a preliminary version of the article published in Interdisciplinary Information Sciences. ISSN 1340-9050}, author = {Irene Crimaldi and Michela Del Vicario and Greg Morrison and Walter Quattrociocchi and Massimo Riccaboni}, keywords = {JEL codes: C13, C18, O35, Z13 - Keywords: social network, bipartite network, preferential attachment, homophily, triadic closure, transitivity. }, abstract = {We present a new network model accounting for homophily and triadic closure in the evolution of social networks. In particular, in our model, each node is characterized by a number of features and the probability of a link between two nodes depends on common features. The bipartite network of the actors and features evolves according to a dynamics that depends on three parameters that respectively regulate the preferential attachment in the transmission of the features to the nodes, the number of new features per node, and the power-law behavior of the total number of observed features. We provide theoretical results and statistical estimators for the parameters of the model. We validate our approach by means of simulations and an empirical analysis of a network of scientifc collaborations.}, url = {http://eprints.imtlucca.it/2667/} }