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Manufacturing Consent
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DOI：10.1109/TAC.2014.2349591.png)
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摘要
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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.
Keyword:
Gossip algorithms
opinion dynamics
optimal control
optimal node placement
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7
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被引数:
6.7W
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