Centrality metrics are a key instrument for graph analysis and play a central role in many problems related to networking such as service placement, robustness analysis and network optimization. Betweenness centrality is one of the most popular and well-studied metric. While distributed algorithms to compute this metric exist, they are either approximated or limited to certain topologies (directed acyclic graphs or trees). Exact distributed algorithms for betweenness centrality are computationally complex, because its calculation requires the knowledge of all possible shortest paths within the graph. In this paper we consider load centrality, a metric that usually converges to betweenness, and we present the first distributed and exact algorithm to compute it. We prove its convergence, we estimate its complexity and we show it is directly applicable-with minimal modifications-to any distance-vector routing protocol based on Bellman-Ford. We finally implement it on top of the Babel rout...
On the Distributed Computation of Load Centrality and Its Application to DV Routing / Maccari, Leonardo; Ghiro, Lorenzo; Guerrieri, Alessio; Montresor, Alberto; Lo Cigno, Renato. - ELETTRONICO. - 2018-:(2018), pp. 2582-2590. ( 2018 IEEE Conference on Computer Communications, INFOCOM 2018 Honolulu, USA 18/4/2018) [10.1109/INFOCOM.2018.8486345].
On the Distributed Computation of Load Centrality and Its Application to DV Routing
Maccari, Leonardo;Ghiro, Lorenzo;Guerrieri, Alessio;Montresor, Alberto;Lo Cigno, Renato
2018-01-01
Abstract
Centrality metrics are a key instrument for graph analysis and play a central role in many problems related to networking such as service placement, robustness analysis and network optimization. Betweenness centrality is one of the most popular and well-studied metric. While distributed algorithms to compute this metric exist, they are either approximated or limited to certain topologies (directed acyclic graphs or trees). Exact distributed algorithms for betweenness centrality are computationally complex, because its calculation requires the knowledge of all possible shortest paths within the graph. In this paper we consider load centrality, a metric that usually converges to betweenness, and we present the first distributed and exact algorithm to compute it. We prove its convergence, we estimate its complexity and we show it is directly applicable-with minimal modifications-to any distance-vector routing protocol based on Bellman-Ford. We finally implement it on top of the Babel rout...| File | Dimensione | Formato | |
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