DocumentCode :
728107
Title :
On a Modified DeGroot-Friedkin model of opinion dynamics
Author :
Zhi Xu ; Ji Liu ; Basar, Tamer
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
fYear :
2015
fDate :
1-3 July 2015
Firstpage :
1047
Lastpage :
1052
Abstract :
This paper studies the opinion dynamics that result when individuals consecutively discuss a sequence of issues. Specifically, we study how individuals´ self-confidence levels evolve via a reflected appraisal mechanism. Motivated by the DeGroot-Friedkin model, we propose a Modified DeGroot-Friedkin model which allows individuals to update their self-confidence levels by only interacting with their neighbors and in particular, the modified model allows the update of self-confidence levels to take place in finite time without waiting for the opinion process to reach a consensus on any particular issue. We study properties of this Modified DeGroot-Friedkin model and compare the associated equilibria and stability with those of the original DeGroot-Friedkin model. Specifically, for the case when the interaction matrix is doubly stochastic, we show that for the modified model, the vector of individuals´ self-confidence levels converges to a unique nontrivial equilibrium which for each individual is equal to 1 over n, where n is the number of individuals. This implies that eventually individuals reach a democratic state.
Keywords :
matrix algebra; social sciences; interaction matrix; modified DeGroot-Friedkin model; nontrivial equilibrium; opinion dynamics; opinion process; reflected appraisal mechanism; self-confidence level; stability; Appraisal; Atmospheric modeling; Frequency modulation; Matrix decomposition; Social network services; Stability analysis; Stochastic processes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
Type :
conf
DOI :
10.1109/ACC.2015.7170871
Filename :
7170871
Link To Document :
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