TY - JOUR
T1 - Distributed Evaluation and Convergence of Self-Appraisals in Social Networks
AU - Chen, Xudong
AU - Liu, Ji
AU - Belabbas, Mohamed Ali
AU - Xu, Zhi
AU - Basar, Tamer
N1 - Publisher Copyright:
© 1963-2012 IEEE.
PY - 2017/1
Y1 - 2017/1
N2 - We consider in this paper a networked system of opinion dynamics in continuous time, where the agents are able to evaluate their self-Appraisals in a distributed way. In the model we formulate, the underlying network topology is described by a rooted digraph. For each ordered pair of agents (i,j), we assign a function of self-Appraisal to agent i, which measures the level of importance of agent i to agent j. Thus, by communicating only with her neighbors, each agent is able to calculate the difference between her level of importance to others and others' level of importance to her. The dynamical system of self-Appraisals is then designed to drive these differences to zero. We show that for almost all initial conditions, the trajectory generated by this dynamical system asymptotically converges to an equilibrium point which is exponentially stable.
AB - We consider in this paper a networked system of opinion dynamics in continuous time, where the agents are able to evaluate their self-Appraisals in a distributed way. In the model we formulate, the underlying network topology is described by a rooted digraph. For each ordered pair of agents (i,j), we assign a function of self-Appraisal to agent i, which measures the level of importance of agent i to agent j. Thus, by communicating only with her neighbors, each agent is able to calculate the difference between her level of importance to others and others' level of importance to her. The dynamical system of self-Appraisals is then designed to drive these differences to zero. We show that for almost all initial conditions, the trajectory generated by this dynamical system asymptotically converges to an equilibrium point which is exponentially stable.
KW - DeGroot-Friedkin model
KW - global convergence
KW - networked systems
UR - https://www.scopus.com/pages/publications/85009932092
U2 - 10.1109/TAC.2016.2554280
DO - 10.1109/TAC.2016.2554280
M3 - Article
AN - SCOPUS:85009932092
SN - 0018-9286
VL - 62
SP - 291
EP - 304
JO - IEEE Transactions on Automatic Control
JF - IEEE Transactions on Automatic Control
IS - 1
M1 - 7452565
ER -