TY - GEN
T1 - Nucleation of social groups
T2 - 6th International Conference on Complex Networks and Their Applications, Complex Networks 2017
AU - Dover, Yaniv
AU - Kelman, Guy
N1 - Publisher Copyright: © Springer International Publishing AG 2018.
PY - 2018
Y1 - 2018
N2 - Even though the heterogeneity of social networks centrality is well documented, its role and effect on network stability, is unclear. It is known that, universally, networks have an “inner” highly-connected nucleus and, in contrast, sparser outer shells. But, to what extent the existence of this nucleus is crucial for the survival of a network? To what extent is the outer shells, much-larger population, essential to the longevity of the network? Furthermore, network structure is very much dependent on the mobility between centrality shells, i.e., social mobility. What is, then, the role of social mobility in the formation of the nucleus-periphery profile and does it have an effect on network lifetime? Here, we explore these questions using data collected of more than 10K networked communities, with more than 134K users, for over a decade. We find that: (i) social mobility is, on average, negative and promotes instability, and (ii) the more positive social mobility is, the more stable the community. Further, (iii) the network is composed of two phases, a large but ephemeral sparsely-connected cloud of actors which nucleates around a highly stable nucleus of core users. Finally, (iv) networked communities which closely maintain a nucleation ratio, i.e., ratio between nucleus size and outer shells size, of 1 to 3, exhibit the best chances of survival. Deviations from this nucleation ratio translates into the collapse of the network, especially for younger communities.
AB - Even though the heterogeneity of social networks centrality is well documented, its role and effect on network stability, is unclear. It is known that, universally, networks have an “inner” highly-connected nucleus and, in contrast, sparser outer shells. But, to what extent the existence of this nucleus is crucial for the survival of a network? To what extent is the outer shells, much-larger population, essential to the longevity of the network? Furthermore, network structure is very much dependent on the mobility between centrality shells, i.e., social mobility. What is, then, the role of social mobility in the formation of the nucleus-periphery profile and does it have an effect on network lifetime? Here, we explore these questions using data collected of more than 10K networked communities, with more than 134K users, for over a decade. We find that: (i) social mobility is, on average, negative and promotes instability, and (ii) the more positive social mobility is, the more stable the community. Further, (iii) the network is composed of two phases, a large but ephemeral sparsely-connected cloud of actors which nucleates around a highly stable nucleus of core users. Finally, (iv) networked communities which closely maintain a nucleation ratio, i.e., ratio between nucleus size and outer shells size, of 1 to 3, exhibit the best chances of survival. Deviations from this nucleation ratio translates into the collapse of the network, especially for younger communities.
UR - http://www.scopus.com/inward/record.url?scp=85036661187&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-72150-7_54
DO - 10.1007/978-3-319-72150-7_54
M3 - منشور من مؤتمر
SN - 9783319721491
T3 - Studies in Computational Intelligence
SP - 670
EP - 679
BT - Complex Networks and Their Applications VI - Proceedings of Complex Networks 2017 (The 6th International Conference on Complex Networks and Their Applications)
A2 - Cherifi, Hocine
A2 - Cherifi, Chantal
A2 - Musolesi, Mirco
A2 - Karsai, Márton
PB - Springer Verlag
Y2 - 29 November 2017 through 1 December 2017
ER -