Brokerage is crucial for dark networks. In analyzing communications among criminals, which naturally induce bipartite networks, previous studies have focused on the classic Freeman's betweenness, conceived for one-mode matrices and possibly biasing the results. We explore different betweenness centrality including three inspired by the dual projection approach recently suggested by Everett and Borgatti 2013. We test these measures in identifying criminal leaders in a meeting participation network. Despite the expected high correlations among them, the measures yield different node rankings, capturing different characteristics of brokerage. Overall, the dual projection approaches show higher success than classic approaches in identifying the criminal leaders.
Grassi, R., Calderoni, F., Bianchi, M., Torriero, A., Betweenness to assess leaders in criminal networks: New evidence using the dual projection approach, <<SOCIAL NETWORKS>>, 2019; 56 (56): 23-32. [doi:10.1016/j.socnet.2018.08.001] [http://hdl.handle.net/10807/130520]
Betweenness to assess leaders in criminal networks: New evidence using the dual projection approach
Grassi, Rosanna
Primo
;Calderoni, FrancescoSecondo
;Bianchi, MonicaPenultimo
;Torriero, AnnaUltimo
2019
Abstract
Brokerage is crucial for dark networks. In analyzing communications among criminals, which naturally induce bipartite networks, previous studies have focused on the classic Freeman's betweenness, conceived for one-mode matrices and possibly biasing the results. We explore different betweenness centrality including three inspired by the dual projection approach recently suggested by Everett and Borgatti 2013. We test these measures in identifying criminal leaders in a meeting participation network. Despite the expected high correlations among them, the measures yield different node rankings, capturing different characteristics of brokerage. Overall, the dual projection approaches show higher success than classic approaches in identifying the criminal leaders.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.