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Opinion Evolution and Guidance Model Based on Social Networks and Information Networks Cover

Opinion Evolution and Guidance Model Based on Social Networks and Information Networks

Open Access
|Feb 2026

References

  1. Fei Xiong, Ximeng Wang, Shirui Pan, Hong Yang, Haishuai Wang, and Chengqi Zhang. Social recommendation with evolutionary opinion dynamics. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 50(10):3804–3816, 2020.
  2. Kangqi Fan and Witold Pedrycz. Opinion evolution influenced by informed agents. Physica A: Statistical Mechanics and Its Applications, 462:431–441, 2016.
  3. Weimin Li, Chang Guo, Zhibin Deng, Fangfang Liu, Jianjia Wang, Ruiqiang Guo, Can Wang, and Qun Jin. Coevolution modeling of group behavior and opinion based on public opinion perception. Knowledge-based systems, 270:110547, 2023.
  4. Chenxi Ge, Yutong Liu, and Xi Chen. Group opinion consensus under moderate guidance. IEEE Transactions on Computational Social Systems, 2023.
  5. Cui Shang, Runtong Zhang, and Xiaomin Zhu. The influence of social embedding on belief system and its application in online public opinion guidance. Physica A: Statistical Mechanics and its Applications, 623:128875, 2023.
  6. Unchitta Kan, Michelle Feng, and Mason A Porter. An adaptive bounded-confidence model of opinion dynamics on networks. Journal of Complex Networks, 11(1):415–444, 2023.
  7. Zhibin Wu, Qinyue Zhou, Yucheng Dong, Jiuping Xu, Abdulrahman H Altalhi, and Francisco Herrera. Mixed opinion dynamics based on degroot model and hegselmann–krause model in social networks. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 53(1):296–308, 2022.
  8. Ivan V Kozitsin. Opinion dynamics of online social network users: a micro-level analysis. The Journal of Mathematical Sociology, 47(1):1–41, 2023.
  9. Yufeng Shen, Xueling Ma, Zeshui Xu, Enrique Herrera-Viedma, Petra Maresova, and Jianming Zhan. Opinion evolution and dynamic trust-driven consensus model in large-scale group decision-making under incomplete information. Information Sciences, 657:119925, 2024.
  10. Yanhong Li, Gang Kou, Guangxu Li, and Haomin Wang. Multi-attribute group decision making with opinion dynamics based on social trust network. Information Fusion, 75:102–115, 2021.
  11. Junyi Yang, Jianglin Dong, Yiyi Zhao, Yuan Peng, and Jiangping Hu. A comprehensive approach for opinion evolution and community detection in group decision-making using trust relationships. In 2024 43rd Chinese Control Conference (CCC), pages 1000–1005. IEEE, 2024.
  12. Chunli Ji, Yuehua Dai, Xiwen Lu, and Wenjun Zhang. A proportional-integral-derivative inspired model for opinion dynamics in a trust relationship network. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2024.
  13. Yiyi Zhao, Libin Zhang, Mingfeng Tang, and Gang Kou. Bounded confidence opinion dynamics with opinion leaders and environmental noises. Computers & Operations Research, 74:205–213, 2016.
  14. Shuwei Chen, David H Glass, and Mark McCartney. Characteristics of successful opinion leaders in a bounded confidence model. Physica A: Statistical Mechanics and its Applications, 449:426–436, 2016.
  15. Xi Chen, Xi Xiong, Minghong Zhang, and Wei Li. Public authority control strategy for opinion evolution in social networks. Chaos: An Interdisciplinary Journal of Nonlinear Science, 26(8), 2016.
  16. Brenton J Prettejohn, Matthew J Berryman, and Mark D McDonnell. A model of the effects of authority on consensus formation in adaptive networks: Impact on network topology and robustness. Physica A: Statistical Mechanics and its Applications, 392(4):857–868, 2013.
  17. Guang He, Haoyue Ruan, Yanlei Wu, and Jing Liu. Opinion dynamics with competitive relationship and switching topologies. IEEE Access, 9:3016–3025, 2020.
  18. Chi Zhao and Elena Parilina. Opinion dynamics in two-layer networks with hypocrisy. Journal of the Operations Research Society of China, 12(1):109–132, 2024.
  19. Yuanyuan Liang, Yanbing Ju, Xiao-Jun Zeng, Yanxin Xu, Tian Ju, and Peiwu Dong. Complex intuitionistic fuzzy trust propagation-based bilayer coupled social network group consensus model with opinion evolution. International Journal of Fuzzy Systems, pages 1–25, 2024.
  20. Wang Xiao Juan, Guo Shi Ze, Jin Lei, and Wang Zhen. Percolation-cascading in multilayer heterogeneous network with different coupling preference. Physica A: Statistical Mechanics and Its Applications, 471:233–243, 2017.
  21. Yajing Wang, Jingwen Yi, and Li Chai. Evolution analysis of two-layer time-varying trust hegselmann-krause models with opinion leaders. In 2022 41st Chinese Control Conference (CCC), pages 6888–6893. IEEE, 2022.
  22. Cheng Qian, Jinde Cao, Jianquan Lu, and Jürgen Kurths. Adaptive bridge control strategy for opinion evolution on social networks. Chaos: An Interdisciplinary Journal of Nonlinear Science, 21(2), 2011.
  23. Yuanyuan Xu, Zhan Wu, and Xi Chen. Research on public opinion guidance strategy based on interaction constraints. In IEEE 5th Information Technology and Mechatronics Engineering Conference (ITOEC), pages 308–315. IEEE, 2020.
  24. Cheng Gong, Yajun Du, Xianyong Li, Xiaoliang Chen, Xiaoying Li, Yakun Wang, and Qiaoyu Zhou. Structural hole-based approach to control public opinion in a social network.Engineering Applications of Artificial Intelligence, 93:103690, 2020.
  25. Ehsan Ghezelbash, Mohammad Javad Yazdanpanah, and Masoud Asadpour. Polarization in cooperative networks through optimal placement of informed agents. Physica A: Statistical Mechanics and its Applications, 536:120936, 2019.
  26. Mohammad Afshar and Masoud Asadpour. Opinion formation by informed agents. Journal of Artificial Societies and Social Simulation, 13(4):5, 2010.
  27. Jing Wei, Yuguang Jia, Yaozeng Zhang, Hengmin Zhu, and Weidong Huang. The public opinion evolution under group interaction in different information features. Complexity, 2022(1):1016692, 2022.
  28. Binyan Lyu, Yajun Du, and Peng Jia. Dual public opinion guidance model in social network. In Proceedings of the 4th International Conference on Big Data Technologies, pages 109–115, 2021.
  29. Jia Chen, Youyuan Li, Wei Sha, and Feng Yisong. The guidance of opinion leader on followers’ opinions–based on opinion similarity and closeness perspective. Procedia Computer Science, 221:49–56, 2023.
  30. Yiyi Zhao, Gang Kou, Yi Peng, and Yang Chen. Understanding influence power of opinion leaders in e-commerce networks: An opinion dynamics theory perspective. Information Sciences, 426:131–147, 2018.
  31. Hojjat Allah Ebadizadeh and Hamidreza Haghbayan. Dynamics of rumor spreading. Annals of Optimization Theory and Practice, 1(3 & 4):45–54, 2018.
  32. Min Zhan, Xiangwei Su, Quanbo Zha, Xuanhua Xu, and Xiaohong Chen. Opinion and action interactive evolution based on social network leadership and opinion estimation of action. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023.
  33. Defei Hou, Chen Liu, and Yuanqing Li. Internet public opinion diffusion: A cross perspective of multilayer network and multisubject association. Mathematical Problems in Engineering, 2022(1):6087476, 2022.
  34. Xiaolei Liu, Jiakun Wang, and Yun Li. Research on the co-evolution of competitive public opinion and intervention strategy based on markov process. Journal of Information Science, page 01655515221141033, 2023.
  35. Roni Muslim, Rinto Anugraha Nqz, and Muhammad Ardhi Khalif. Mass media and its impact on opinion dynamics of the nonlinear q-voter model. Physica A: Statistical Mechanics and its Applications, 633:129358, 2024.
  36. Azhari and Roni Muslim. The external field effect on the opinion formation based on the majority rule and the q-voter models on the complete graph. International Journal of Modern Physics C, 34(07):2350088, 2023.
  37. hang Hu. The realistic challenge and guiding strategy of college students’ fighting spirit under the influence of ”public examination fever”. Beijing Education, 08:24–28, 2023.
  38. Stefano Boccaletti, Ginestra Bianconi, Regino Criado, Charo I Del Genio, Jesús Gómez-Gardenes, Miguel Romance, Irene Sendina-Nadal, Zhen Wang, and Massimiliano Zanin. The structure and dynamics of multilayer networks. Physics reports, 544(1):1–122, 2014.
  39. Hui Liu, Chunjie Wang, Xin Jiang, and Mohammad Khishe. A few-shot learning approach for covid-19 diagnosis using quasi-configured topological spaces. Journal of Artificial Intelligence and Soft Computing Research, 14(1):77–95, 2023.
Language: English
Page range: 105 - 123
Submitted on: Jun 19, 2025
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Accepted on: Dec 27, 2025
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Published on: Feb 9, 2026
Published by: SAN University
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2026 Zhizhong Liu, Meiyue Zhao, Shan Zhao, Junwei Luo, Fen Luo, published by SAN University
This work is licensed under the Creative Commons Attribution 4.0 License.