Effects of social diversity on the emergence of global consensus in opinion dynamics

被引:54
作者
Yang, Han-Xin [1 ,2 ]
Wu, Zhi-Xi [3 ]
Zhou, Changsong [2 ,4 ,5 ]
Zhou, Tao [1 ,6 ]
Wang, Bing-Hong [1 ,7 ,8 ]
机构
[1] Univ Sci & Technol China, Dept Modern Phys, Hefei 230026, Peoples R China
[2] Hong Kong Baptist Univ, Dept Phys, Kowloon, Hong Kong, Peoples R China
[3] Umea Univ, Dept Phys, S-90187 Umea, Sweden
[4] Hong Kong Baptist Univ, Beijing Hong Kong Singapore Joint Ctr Nonlinear &, Kowloon, Hong Kong, Peoples R China
[5] Hong Kong Baptist Univ, Ctr Nonlinear Studies, Kowloon, Hong Kong, Peoples R China
[6] Univ Fribourg, Dept Phys, CH-1700 Fribourg, Switzerland
[7] Shanghai Univ Sci & Technol, Res Ctr Complex Syst Sci, Shanghai 200093, Peoples R China
[8] Shanghai Acad Syst Sci, Shanghai 200093, Peoples R China
来源
PHYSICAL REVIEW E | 2009年 / 80卷 / 04期
基金
瑞典研究理事会; 中国国家自然科学基金; 高等学校博士学科点专项科研基金;
关键词
complex networks; convergence; network topology; self-organised criticality; social sciences; STATISTICAL PHYSICS; MODEL;
D O I
10.1103/PhysRevE.80.046108
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We propose a variant of the voter model by introducing the social diversity in the evolution process. Each individual is assigned a weight that is proportional to the power of its degree, where the power exponent alpha is an adjustable parameter that controls the level of diversity among individuals in the network. At each time step, a pair of connected individuals, say i and j, are randomly selected to update their opinions. The probability p(i) of choosing is opinion as their common opinion is proportional to is weight. We consider the scale-free topology and concentrate on the efficiency of reaching the final consensus, which is significant in characterizing the self-organized systems. Interestingly, it is found that there exists an optimal value of alpha, leading to the shortest consensus time. This phenomenon indicates that, although a strong influence of high-degree individuals is helpful for quick consensus achievement, over strong influence inhibits the convergence process. Other quantities, such as the probability of an individual's initial opinion becomes the final opinion as a function of degree, the evolution of the number of opinion clusters, as well as the relationship between average consensus time and the network size, are also studied. Our results are helpful for better understanding the role of degree heterogeneity of the individuals in the opinion dynamics.
引用
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页数:5
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