TY - JOUR
T1 - Coevolution modeling of group behavior and opinion based on public opinion perception
AU - Li, Weimin
AU - Guo, Chang
AU - Deng, Zhibin
AU - Liu, Fangfang
AU - Wang, Jianjia
AU - Guo, Ruiqiang
AU - Wang, Can
AU - Jin, Qun
N1 - Publisher Copyright:
© 2023 Elsevier B.V.
PY - 2023/6/21
Y1 - 2023/6/21
N2 - It is important to study the evolution mechanism of group behavior for the prevention and control of harmful group behavior on social networks. Most researchers focus on the study of group behavior evolution in a deterministic environment, ignoring the influence of the uncertain environment formed by the randomness of behavioral decision-making, the incompleteness of public opinion information, and the instability of behavioral states. Therefore, this paper starts with the behavior decision-making process of individuals in an uncertain environment, defines the perception of public opinion, and builds a coevolution model of group behavior and opinion. First, considering the impact of public opinion information on group behavior evolution, this paper defines emotional resonance and topic popularity to quantify public opinion perception and designs an uncertain behavior decision-making model based on public opinion perception. Then, for the influence of the instability of the behavioral state on the opinion evolution process, this paper designs an opinion evolution model for perception based on the unstable behavioral state. Finally, we design the behavior state evolution mechanism based on the instability of the behavior state and fuse it with the behavior decision-making model and opinion evolution model to construct a coevolution model of group behavior and opinion. Compared with the experimental results of other models and real group behavior evolution, our model is effective.
AB - It is important to study the evolution mechanism of group behavior for the prevention and control of harmful group behavior on social networks. Most researchers focus on the study of group behavior evolution in a deterministic environment, ignoring the influence of the uncertain environment formed by the randomness of behavioral decision-making, the incompleteness of public opinion information, and the instability of behavioral states. Therefore, this paper starts with the behavior decision-making process of individuals in an uncertain environment, defines the perception of public opinion, and builds a coevolution model of group behavior and opinion. First, considering the impact of public opinion information on group behavior evolution, this paper defines emotional resonance and topic popularity to quantify public opinion perception and designs an uncertain behavior decision-making model based on public opinion perception. Then, for the influence of the instability of the behavioral state on the opinion evolution process, this paper designs an opinion evolution model for perception based on the unstable behavioral state. Finally, we design the behavior state evolution mechanism based on the instability of the behavior state and fuse it with the behavior decision-making model and opinion evolution model to construct a coevolution model of group behavior and opinion. Compared with the experimental results of other models and real group behavior evolution, our model is effective.
KW - Evolution of group behavior
KW - Evolution of opinion
KW - Public opinion perception
KW - Uncertainty
UR - http://www.scopus.com/inward/record.url?scp=85152484469&partnerID=8YFLogxK
U2 - 10.1016/j.knosys.2023.110547
DO - 10.1016/j.knosys.2023.110547
M3 - Article
AN - SCOPUS:85152484469
SN - 0950-7051
VL - 270
JO - Knowledge-Based Systems
JF - Knowledge-Based Systems
M1 - 110547
ER -