TY - GEN
T1 - Generative models for rapid information propagation
AU - Dyagilev, Kirill
AU - Mannor, Shie
AU - Yom-Tov, Elad
PY - 2010
Y1 - 2010
N2 - We consider the dynamics of rapid propagation of information in complex social networks focusing on mobile phone networks. We introduce two models for an information propagation process. The first model describes the temporal behavior of people which leads to the emergence of information propagation events and is based on the existence of two types of subscribers: regular subscribers and subscribers that tend to spread information. The second model describes the topology of paths in which the information propagates from one subscriber to another. We further introduce an efficient algorithm for identification of information propagation events. We then apply our algorithm to a large-scale mobile phone network and demonstrate the correspondence between theoretical expectations and the actual results.
AB - We consider the dynamics of rapid propagation of information in complex social networks focusing on mobile phone networks. We introduce two models for an information propagation process. The first model describes the temporal behavior of people which leads to the emergence of information propagation events and is based on the existence of two types of subscribers: regular subscribers and subscribers that tend to spread information. The second model describes the topology of paths in which the information propagates from one subscriber to another. We further introduce an efficient algorithm for identification of information propagation events. We then apply our algorithm to a large-scale mobile phone network and demonstrate the correspondence between theoretical expectations and the actual results.
KW - Information cascades
KW - Telecommunication networks
UR - https://www.scopus.com/pages/publications/79956034787
U2 - 10.1145/1964858.1964864
DO - 10.1145/1964858.1964864
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AN - SCOPUS:79956034787
SN - 9781450302173
T3 - SOMA 2010 - Proceedings of the 1st Workshop on Social Media Analytics
SP - 35
EP - 43
BT - SOMA 2010 - Proceedings of the 1st Workshop on Social Media Analytics
T2 - 1st Workshop on Social Media Analytics, SOMA 2010
Y2 - 25 July 2010 through 25 July 2010
ER -