Physical Review Letters · 2002 · 609 citations · 22 references
ComputingComputer ScienceSociologyComputer NetworksOptimizationParallel AlgorithmsCombinatorial OptimizationCommunication NetworksGraph AlgorithmsNetwork OptimizationNetwork TheoryNetwork TopologyComplex NetworksLocal SearchLocal Search AlgorithmsNetwork Design ProblemsNetwork Topology OptimizationOptimal Network DesignSearchabilitySearches
The problem of searchability in decentralized complex networks is of great importance in computer science, economy, and sociology. We present a formalism that is able to cope simultaneously with the problem of search and the congestion effects that arise when parallel searches are performed, and we obtain expressions for the average search cost both in the presence and the absence of congestion. This formalism is used to obtain optimal network structures for a system using a local search algorithm. It is found that only two classes of networks can be optimal: starlike configurations, when the number of parallel searches is small, and homogeneous-isotropic configurations, when it is large.
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