Manufacturing Consent
DSpace at IIT Bombay
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Title |
Manufacturing Consent
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Creator |
BORKAR, VS
KARNIK, A NAIR, J NALLI, S |
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Subject |
SOCIAL NETWORKS
DIFFERENTIAL-EQUATIONS OPINION DYNAMICS PERSUASION BIAS THEOREMS CONVERGENCE Gossip algorithms opinion dynamics optimal control optimal node placement |
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Description |
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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Publisher |
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
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Date |
2016-01-15T09:06:06Z
2016-01-15T09:06:06Z 2015 |
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Type |
Article
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Identifier |
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 60(1)104-117
0018-9286 1558-2523 http://dx.doi.org/10.1109/TAC.2014.2349591 http://dspace.library.iitb.ac.in/jspui/handle/100/18232 |
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Language |
en
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