Tuesday, April 9, 2013

1304.1816 (Maxim S. Shkarayev et al.)

Asymptotically inspired moment-closure approximation for adaptive
networks
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Maxim S. Shkarayev, Leah B. Shaw
Adaptive social networks, in which nodes and network structure co-evolve, are often described using a mean-field system of equations for the density of node and link types. These equations constitute an open system due to dependence on higher order topological structures. We propose a new approach to moment closure based on the analytical description of the system in an asymptotic regime. We apply the proposed approach to two examples of adaptive networks: recruitment to a cause model and adaptive epidemic model. We show a good agreement between the improved mean-field prediction and simulations of the full network system.
View original: http://arxiv.org/abs/1304.1816

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