Second order centrality: Distributed assessment of nodes criticity in complex networks
Computer Communications
Distributed assessment of the closeness centrality ranking in complex networks
Proceedings of the Fourth Annual Workshop on Simplifying Complex Networks for Practitioners
Online estimating the k central nodes of a network
NSW '11 Proceedings of the 2011 IEEE Network Science Workshop
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We present our ongoing work towards a framework for the Distributed Assessment of Network Centralities (DANCE) in complex networks. DANCE targets the efficient evaluation of the network centrality based only on localized information, restricted to a limited neighborhood around each node of the network. In this way, it does not require full knowledge of the network topology. We also discuss how DANCE can be tailored to evaluate different kinds of network centrality. This outcome is quite useful given the vast potential applicability of centrality-based analysis on the large-scale complex social networks.