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Rethinking failure and attack tolerance assessment in complex networks
Authors:Cinara G Ghedini  Carlos HC Ribeiro
Institution:1. Department of Civil, Environmental and Geomatics Engineering, Florida Atlantic University, United States;2. Department of Civil & Environmental Engineering, Virginia Tech, Arlington, VA 22203, USA;3. Department of Civil Engineering, Lebanese American University, P.O. Box 36, Byblos, Lebanon;1. Department of Statistics and Operations Research, University of Vienna, Vienna, Austria;2. Department of Computer Science, TU Dortmund, Dortmund, Germany
Abstract:Studies have revealed that real complex networks are inherently vulnerable to the loss of high centrality nodes. These nodes are crucial to maintaining the network connectivity and are identified by classical measures, such as degree and betweenness centralities. Despite its significance, an assessment based solely on this vulnerability premise is misleading for the interpretation of the real state of the network concerning connectivity. As a matter of fact, some networks may be in a state of imminent fragmentation before such a condition is fully characterized by an analysis targeted solely on the centrally positioned nodes. This work aims at showing that, in fact, it is basically the global network configuration that is responsible for network fragmentation, as it may allow many other lower centrality nodes to seriously damage the network connectivity.
Keywords:
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