IEEE Transactions on Automatic Control · 2014 · 107 citations · 28 references
ComputingComputer ScienceAlgorithmsDistributed SystemsOptimizationConsensus AlgorithmsDistributed AlgorithmsDistributed ComputingDistributed ControlNetwork OptimizationStochastic NetworksConsensus FormationConsensus PropagationConvergenceDistributed OptimizationGossip AlgorithmsGossip-based ConsensusGreedy Heuristics
We consider a variant of the gossip algorithm wherein a controller can influence the values at a subset of nodes as well as the averaging weights. This leads to three optimization problems: (i) Optimal choice of nodes: a combinatorial optimization problem for which we propose a nonlinear programming relaxation as well as a greedy heuristic; (ii) Parametric optimization of weights: a non-convex optimization for which we propose an effective heuristic for a special case; (iii) Dynamic adjustment of weights: an optimal control problem. For the dynamic case, we note some empirically observed interesting critical phenomena for the uncontrolled case.
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Emergence of Scaling in Random Networks
Albert-Ĺaszló Barabási, Réka Albert · Science · 1999 · 36.4K citations · Full text
Authoritative sources in a hyperlinked environment
Jon Kleinberg · Journal of the ACM · 1999 · 9.1K citations · Full text