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Competing opinion diffusion on social networks

机译:关于社交网络的竞争性观点传播

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摘要

Opinion competition is a common phenomenon in real life, such as with opinions on controversial issues or political candidates; however, modelling this competition remains largely unexplored. To bridge this gap, we propose a model of competing opinion diffusion on social networks taking into account degree-dependent fitness or persuasiveness. We study the combined influence of social networks, individual fitnesses and attributes, as well as mass media on people’s opinions, and find that both social networks and mass media act as amplifiers in opinion diffusion, the amplifying effect of which can be quantitatively characterized. We analytically obtain the probability that each opinion will ultimately pervade the whole society when there are no committed people in networks, and the final proportion of each opinion at the steady state when there are committed people in networks. The results of numerical simulations show good agreement with those obtained through an analytical approach. This study provides insight into the collective influence of individual attributes, local social networks and global media on opinion diffusion, and contributes to a comprehensive understanding of competing diffusion behaviours in the real world.
机译:意见竞争是现实生活中的普遍现象,例如对有争议的问题或政治候选人有意见;但是,如何对这种竞争进行建模尚待探索。为了弥合这一差距,我们提出了一种在社交网络上考虑观点依赖度的适应性或说服力的竞争性意见扩散模型。我们研究了社交网络,个人适应度和属性以及大众传播媒介对人们意见的综合影响,发现社交网络和大众传播媒介都是舆论传播的放大器,其放大作用可以量化。我们通过分析获得了以下可能性:当网络中没有固执己见的人时,每种观点最终会席卷整个社会;当网络中存在固执己见的人时,每种观点的最终比例处于稳态。数值模拟结果与通过分析方法获得的结果吻合良好。这项研究提供了对个体属性,本地社交网络和全球媒体对意见传播的集体影响的见解,并有助于对现实世界中竞争性传播行为的全面理解。

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