Title :
Manufacturing Consent
Author :
Borkar, Vivek S. ; Karnik, Aditya ; Nair, Jisha M. ; Nalli, Sanketh
Author_Institution :
Tata Inst. of Fundamental Res., Mumbai, India
Abstract :
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.
Keywords :
combinatorial mathematics; concave programming; dynamic programming; greedy algorithms; nonlinear programming; optimal control; averaging weights; combinatorial optimization problem; critical phenomena; dynamic weight adjustment; empirical analysis; gossip algorithm; greedy heuristic; manufacturing consent; node subset values; nonconvex optimization; nonlinear programming relaxation; optimal control problem; optimal node choice; optimization problems; parametric weight optimization; Convergence; Greedy algorithms; Heuristic algorithms; Markov processes; Optimal control; Optimization; Social network services; Gossip algorithms; opinion dynamics; optimal control; optimal node placement;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2014.2349591