TY - JOUR
T1 - VIP-club phenomenon
T2 - Emergence of elites and masterminds in social networks
AU - Masuda, Naoki
AU - Konno, Norio
PY - 2006/10
Y1 - 2006/10
N2 - Hubs, or vertices with large degrees, play massive roles in, for example, epidemic dynamics, innovation diffusion, and synchronization on networks. However, costs of owning edges can motivate agents to decrease their degrees and avoid becoming hubs, whereas they would somehow like to keep access to a major part of the network. By analyzing a model and tennis players' partnership networks, we show that combination of vertex fitness and homophily yields a VIP-club made of elite vertices that are influential but not easily accessed from the majority. Intentionally formed VIP members can even serve as masterminds, which manipulate hubs to control the entire network without exposing themselves to a large mass. If based on network topology only, elites are not distinguished from many other vertices. Understanding network data is far from sufficient; individualistic factors greatly affect network structure and functions per se.
AB - Hubs, or vertices with large degrees, play massive roles in, for example, epidemic dynamics, innovation diffusion, and synchronization on networks. However, costs of owning edges can motivate agents to decrease their degrees and avoid becoming hubs, whereas they would somehow like to keep access to a major part of the network. By analyzing a model and tennis players' partnership networks, we show that combination of vertex fitness and homophily yields a VIP-club made of elite vertices that are influential but not easily accessed from the majority. Intentionally formed VIP members can even serve as masterminds, which manipulate hubs to control the entire network without exposing themselves to a large mass. If based on network topology only, elites are not distinguished from many other vertices. Understanding network data is far from sufficient; individualistic factors greatly affect network structure and functions per se.
KW - Homophily
KW - Scale-free networks
KW - Threshold graph
KW - Vertex fitness
UR - http://www.scopus.com/inward/record.url?scp=33746216679&partnerID=8YFLogxK
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U2 - 10.1016/j.socnet.2005.07.005
DO - 10.1016/j.socnet.2005.07.005
M3 - Article
AN - SCOPUS:33746216679
SN - 0378-8733
VL - 28
SP - 297
EP - 309
JO - Social Networks
JF - Social Networks
IS - 4
ER -